Registro públicoExcepcional
Informe de salud del softwareesquema 0.30.0 · métricas 2.5.0 · 2026-08-04 02:14 UTC
maziyarpanahi / openmed
Local-first healthcare AI: clinical NER & HIPAA PII de-identification that runs 100% on-device. 2,200+ medical models, 21 languages, Apple MLX + Python, no cloud, no patient data leaving your network. Apache-2.0
maziyarpanahi/openmed tiene un índice de salud de 95 sobre 100, lo que lo sitúa en la banda Excepcional. Su puntuación más alta es Engineering Quality (100/100) y la más baja, Security (62/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.
95
global / 100Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala estandarizada de 1 a 100. El resultado global parte de su media ponderada, calibrada contra la distribución del registro público para que las bandas tengan significado percentil; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe un límite «En riesgo» de 34.
95
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas 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.
El resultado global ponderado 82 se calibra a 95 en la escala publicada del índice (calibración del registro 2026-08-02).
Titularidad
Maziyar PanahiCuenta personal
1238 seguidores40 repositorios públicosdesde oct 2013@ISCPIF
Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación | Etiquetas |
|---|---|---|---|---|---|---|
| PyPI | openmed | 2.0.0 | 3.961.388 | 46 | hace 6 días | llmnlpbiomedicalclinicalhealthcaremedicalmedical-llmsmedical-nermedical-nlpmedical-de-identificationmedical-extractionmedical-language-modelsmedical-reasoningnatural-language-processing |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
91
Actividad de desarrollo
91Excelente
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 27/36 | Cadencia de commits — 39/52 semanas con commits |
| 18/18 | Volumen de commits — 3537 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 3537 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 39 |
Disciplina de publicación
91Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 40 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 6 días |
| 27/27 | Cadencia de publicación — una versión cada ~7,5 días |
| 1/10 | OpenSSF Scorecard: Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
Datos de entrada utilizados
| releases_count | 40 |
| latest_release_tag | v2.0.0 |
| releases_from_tags | no |
| days_since_latest_release | 6 |
| mean_days_between_releases | 7,5 |
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
94
Popularidad y adopción
91Excelente
Cómo se puntúa
| 59.8/60 | Estrellas — 4827 estrellas |
| 23.1/25 | Forks — 598 forks |
| 7.8/15 | Observadores — 26 observadores |
Datos de entrada utilizados
| forks | 598 |
| stars | 4827 |
| watchers | 26 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
92Excelente
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (Apache-2.0) |
| 18/18 | Guía CONTRIBUTING |
| 13.5/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 6.3/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| readme_badges | 0 |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | sí |
| readme_badge_services | — |
| has_pull_request_template | sí |
Adopción en el ecosistema (descargas)
100Excepcional
Cómo se puntúa
| 80/80 | Descargas mensuales — 3.961.388 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | openmed |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3.961.388 |
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?
64
Resiliencia de mantenedores (factor bus)
34En riesgo
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 1.5/22.5 | Distribución de commits — el principal contribuyente firma el 93% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 59 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 59 |
| top_contributor_share | 0,932 |
Capacidad de respuesta a issues y PR
64Moderado
Cómo se puntúa
| 32/42 | Resolución de issues — 76% de issues cerradas |
| 25.1/30 | Aceptación de PR — 827/989 PR decididos fusionados |
| 6.5/13 | Newcomer PR acceptance — 1/2 PR de contribuyentes primerizos fusionados en 30 d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 827 |
| open_issues | 259 |
| closed_issues | 827 |
| prs_merged_7d | 55 |
| prs_decided_7d | 60 |
| prs_merged_30d | 55 |
| prs_decided_30d | 60 |
| issue_closed_ratio | 0,762 |
| closed_unmerged_prs | 162 |
| first_time_authors_30d | 2 |
| first_time_prs_merged_30d | 1 |
| first_time_prs_decided_30d | 2 |
Propiedad y custodia
70Bueno
Cómo se puntúa
| 10/30 | Respaldo de la propiedad — cuenta personal (usuario) |
| 0/20 | Dominio verificado — no aplicable a cuentas de usuario |
| 22.2/25 | Alcance del propietario — 1238 seguidores de maziyarpanahi |
| 23.7/25 | Trayectoria — 40 repos públicos, cuenta de ~12 años |
Datos de entrada utilizados
| followers | 1238 |
| owner_type | User |
| is_verified | — |
| owner_login | maziyarpanahi |
| public_repos | 40 |
| account_age_days | 4666 |
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Mantenimiento de paquetes
100Excepcional
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 6 días |
| 20/20 | Historial de versiones — 46 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | openmed |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 6 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
100
Prácticas de ingeniería
100Excepcional
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 26 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter |
| 9.6/9.6 | Hooks de pre-commit |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | sí |
| has_linter_config | sí |
| has_precommit_config | sí |
Documentación
100Excepcional
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://openmed.life/ |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 20 topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | healthcare, llm, on-device, on-premise, sovereign-ai, mlx, swift, ios, swiftui, ner, pii, pii-detection, clinical-nlp, hipaa, local-llm, nlp, python, skills, android, javascript |
| has_wiki | sí |
| homepage | https://openmed.life/ |
| 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?
62
Postura de seguridad
52Moderado
Cómo se puntúa
| 6.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 16 out of 16 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 |
| 0/7.5 | Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 5/5 | Fuzzing — project is fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 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 |
| 5/5 | Security-Policy — security policy file detected |
| 0.8/7.5 | Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 36 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5,2 |
Avisos de dependencias
100Excepcional
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 | 4 |
| 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:openmed@2.0.0 —lo que arrastra la instalación del paquete publicado—: 4 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? Tiene un peso deliberadamente pequeño (4%): las herramientas para agentes son una señal real de mantenimiento, pero un repositorio sin ninguna puede alcanzar igualmente 100/100.
83
Contexto y guía para agentes
85Excelente
Cómo se puntúa
| 45/45 | Instrucciones para agentes — AGENTS.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 40/40 | Historial de commits legible — 87 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,87 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 7963 |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — Makefile |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato |
| 11/11 | Verificación estática de tipos — clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| 10/10 | Entorno reproducible — Dockerfile, Nix, lockfile |
| 0/10 | Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100 |
| 5/8 | Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Datos de entrada utilizados
| has_nix | sí |
| has_tests | sí |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | sí |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | android/OpenMedDemo/app/build.gradle.kts, android/OpenMedScanDemo/app/build.gradle.kts, android/build.gradle.kts, android/openmedkit/build.gradle.kts, clients/go/go.mod |
| dependency_bot_commit_share | 0 |
Legibilidad del código para modelos
81Excelente
Cómo se puntúa
| 27/45 | Código verificable por tipos — Python con configuración de verificación de tipos (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed) |
| 53.9/55 | Tamaños de archivo manejables — 28/1440 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 365.758 |
| source_files_sampled | 1440 |
| oversized_source_files | 28 |
Interfaces legibles por máquina
100Excepcional
Cómo se puntúa
| 40/40 | Esquema de API (OpenAPI/GraphQL/proto) — docs/api/openapi.json, openmed/service/proto/openmed.proto |
| 20/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — examples, notebooks |
Datos de entrada utilizados
| example_dirs | examples, notebooks |
| has_mcp_signal | sí |
| api_schema_files | docs/api/openapi.json, openmed/service/proto/openmed.proto |
Datos clave
4827estrellas de GitHub
59contribuidores
3537commits en los últimos 12 meses
0días desde el último push
40versiones publicadas
1factor bus
259issues abiertas
Maven, PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Más detalle
Historial de estrellas y forks 0 ★ / 598 ⇿
0Estrellas
598Forks
40Versiones
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 2Menor 14Parche 22
OpenSSF Scorecard 5.2 / 10
5.2agregado
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).
| 9 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 16 out of 16 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 |
| 0 | Code-Review | Found 0/16 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 10 | Fuzzing | project is fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow 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 |
| 10 | Security-Policy | security policy file detected |
| 1 | Signed-Releases | 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 36 existing vulnerabilities detected |
Dependencias directas 4
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | pysbd | >=0.3.4,<0.4 | pyproject.toml |
| PyPI | faker | >=22.0 | pyproject.toml |
| PyPI | jieba | >=0.42.1,<0.43 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
Todas las dependencias no recopilado
No fue posible recopilar el conjunto de dependencias resuelto para este informe: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Avisos de dependencias 0
Instalar pypi:openmed@2.0.0 arrastra 4 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
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"body": null,
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"headline": "fix: reject duplicate golden fixture ids",
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"body": "Add plugin example package and conformance kit",
"is_bot": false,
"headline": "Merge pull request #2079 from maziyarpanahi/feature/v21-child-1325",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:36:06Z",
"body_truncated": false,
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"body": "…ection-detector\n\nAdd rules-first clinical section detection",
"is_bot": false,
"headline": "Merge pull request #2078 from maziyarpanahi/feature/om-086-clinical-s…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:35:28Z",
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"is_coding_agent": false
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{
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"body": "…ss-leakage-metrics\n\nComplete leakage-first eval benchmark harness",
"is_bot": false,
"headline": "Merge pull request #2063 from maziyarpanahi/feature/om-018-eval-harne…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:34:47Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "…-harness-leakage-metrics\n\n# Conflicts:\n#\ttests/unit/eval/test_metrics.py",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-018-eval…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T06:56:01Z",
"body_truncated": false,
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{
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"body": null,
"is_bot": false,
"headline": "feat: add plugin conformance kit",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T06:49:13Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add canonical clinical section detection",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T05:53:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a293a166986511eb360dc10234199f0129f25d8",
"body": "* feat: add clinical event coreference clustering\n\n* fix: refresh coreference docs search snapshot\n\n* fix: refresh wheel size baseline\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add privacy-safe clinical event coreference candidate clustering (#2071)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T05:22:13Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add core plugin SDK registry",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T04:14:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa86fa350b3ff9cd14d4e47f7c6f7fff0ed3d92e",
"body": null,
"is_bot": false,
"headline": "Add redaction-preserving retrieval toolkit",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:56:46Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "07c43edfd04e7572b775a3c2afa18b983f321696",
"body": "Attach clinical event frames to coreference representatives",
"is_bot": false,
"headline": "Merge pull request #2073 from maziyarpanahi/feature/v21-child-1312",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:32:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b1c944eb760607aaab5a2a2235327064febe59c",
"body": "* feat: add temporal TLINK evaluation gate\n\n* docs: record temporal TLINK evaluation gate\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add temporal TLINK gold and consistency metrics (#2068)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:15:32Z",
"body_truncated": false,
"is_coding_agent": false
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{
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"body": "* feat: anchor clinical events to DCT\n\n* fix: preserve normalized event anchors\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: anchor clinical events to DCT and TIMEX values (#2062)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:56Z",
"body_truncated": false,
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"body": "…ection-detection\n\nAdd clinical document type classification",
"is_bot": false,
"headline": "Merge pull request #2074 from maziyarpanahi/feature/om-042-clinical-s…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:17Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "96c17d20fdc49351e0a70e75d9b528b577f4c61f",
"body": "* Add MCP clinical workflow contracts\n\n* fix: validate clinical workflow artifacts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete clinical MCP workflow validation (#2072)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:13:36Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: collapse coreferent clinical outputs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T02:45:45Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add clinical document type classification",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T02:28:22Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: attach event frames to coreference representatives",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T01:35:43Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "de90aba78aa43fe706ba47cfe94bc173fb2673cd",
"body": "Expose privacy-safe event timeline ordering",
"is_bot": false,
"headline": "Merge pull request #2066 from maziyarpanahi/feature/v21-child-1308",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:46Z",
"body_truncated": false,
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"oid": "19d1880193b097958f9d644677b323c2c0ab82b8",
"body": "Add MCP clinical workflow discovery and golden fixture",
"is_bot": false,
"headline": "Merge pull request #2052 from maziyarpanahi/feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:11Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:53:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1046cdf2a9ad06dea902597ec7f1b67b171b08aa",
"body": "…line-mapping\n\nImplement OncoTree tumor-type mapping",
"is_bot": false,
"headline": "Merge pull request #2058 from mrfeathers/feature/om-1836-oncotree-off…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:49:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b8a79f60c58e76a31edf2315b2089c281b00552",
"body": "Decode temporal TLINKs into a consistent reduced graph",
"is_bot": false,
"headline": "Merge pull request #2064 from maziyarpanahi/feature/v21-child-1307",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:08:18Z",
"body_truncated": false,
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},
{
"oid": "bce4e233a2fbeb2e508c765f6424d28508707ea6",
"body": "…cation-risk-report\n\nPreserve prediction spans in re-identification risk reports",
"is_bot": false,
"headline": "Merge pull request #2065 from maziyarpanahi/feature/om-009-reidentifi…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:07:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51ebd2e4e9ff432437980b74a7dd1e580f0a1e29",
"body": null,
"is_bot": false,
"headline": "chore: finalize OncoTree changelog placement",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:07:26Z",
"body_truncated": false,
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{
"oid": "e66f961ae03e08de5e40ef27abd793e6d8297a0e",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into feature/om-1836-oncotree-offline-mapping",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:06:29Z",
"body_truncated": false,
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},
{
"oid": "0fe138da00273c353470b9e5c7c846d808fbe731",
"body": null,
"is_bot": false,
"headline": "chore: prepare changelog for branch update",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:00:25Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: complete OncoTree mapping contract",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:59:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9ed66eec5ba6f2b78344624227747a846a099a4e",
"body": "* feat: add canonical callable schema registry\n\n* fix: preserve canonical tool validation contracts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add a canonical callable schema registry (#2050)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:50:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44fc4502f9a1d25137ca2114ae57342e812041b9",
"body": "…s (#2005)\n\nAdds an explicit optional YASBD backend while preserving the existing auto/default routing and core dependency set.\n\nCloses #1848",
"is_bot": false,
"headline": "feat: add yasbd backend options for sentence segmentation and analysi…",
"author_name": "Speed K",
"author_login": "speedyk-005",
"committed_at": "2026-08-02T21:24:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0899ccb0835c78e6929a66b5050473afcf0570c",
"body": null,
"is_bot": false,
"headline": "feat: expose privacy-safe event timeline ordering",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:10:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"body": null,
"is_bot": false,
"headline": "fix: preserve risk report span inputs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:53:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c02e3daf8172271dc918320e20532c2e4b00cff0",
"body": "* Wire daily release gate orchestration\n\n* fix: make wall-time budget test deterministic\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Wire daily release gates into staged promotion and rollback (#2045)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:29:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cba3e362bf51c7512b36ab86a728146acc1309e2",
"body": "…tl-loader\n\nComplete OMOP CDM vocabulary-aware loading",
"is_bot": false,
"headline": "Merge pull request #2061 from maziyarpanahi/feature/om-752-omop-cdm-e…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:29:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9aa1900971da35d84c4992f5ec12f98560daf94f",
"body": null,
"is_bot": false,
"headline": "feat: decode consistent temporal TLINK graphs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:18:34Z",
"body_truncated": false,
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},
{
"oid": "e09b5b89b4de5e19c7b5c695ba1ca9725da71a25",
"body": null,
"is_bot": false,
"headline": "Complete eval consistency metrics",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:06:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6034c234938de5eae84db3bd4f83e10a16d0edf8",
"body": "Add typed TLINK candidate extraction primitives",
"is_bot": false,
"headline": "Merge pull request #2060 from maziyarpanahi/feature/v21-child-1305",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:55:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3ae844d83a1431c3d633e4de954676804e9d2c6",
"body": "…-card-generator\n\nMark model cards as manifest-generated",
"is_bot": false,
"headline": "Merge pull request #2059 from maziyarpanahi/feature/om-015-auto-model…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:55:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "32dea5fc0f7c17e3566c5014d77e8c9a7ed5f824",
"body": "…ew-packages\n\nComplete the section 4.2 package scaffold",
"is_bot": false,
"headline": "Merge pull request #2041 from maziyarpanahi/feature/om-003-scaffold-n…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:54:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c414261e9a6d28ae62620b3b2d78850b14409355",
"body": "* feat: add multilingual context cue lexicons\n\n* fix: preserve multilingual recent context cues\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix multilingual recent ConText section priors (#2056)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:37:37Z",
"body_truncated": false,
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},
{
"oid": "2edfcddc02d24a401617c4e7d8c5809a3dabf103",
"body": null,
"is_bot": false,
"headline": "feat: complete OMOP vocabulary-aware loading",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T19:08:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "808fe246e380d4c3d5e098d2a8a165acf80cfd83",
"body": "Add Postgres OMOP DDL and constraint validation",
"is_bot": false,
"headline": "Merge pull request #2057 from maziyarpanahi/feature/v21-child-1298",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:40:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "363e2547d0abd79afdfbc0af4f22040e713484d4",
"body": "* feat: add human-in-the-loop review workflow API\n\nSurface low-confidence and critical extractions for human review and\ncapture reviewer decisions as PHI-safe, JSONL-appendable feedback.\n\n- build_review_queue() turns a DeidentificationResult / PredictionResult\n (or to_dict payload) into a typed Rev\n[…]\nring selection, correction round-trip, and PHI-safety.\n\n* fix: harden review feedback privacy and provenance\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add human-in-the-loop review workflow (#2025)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:39:31Z",
"body_truncated": true,
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{
"oid": "6efb3b34233a4451beedd7ecbe4261b1d5a7d98b",
"body": "…fold-new-packages",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-003-scaf…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:37:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a8084f8b1583450fe6a7485ba155bbf3858e581f",
"body": null,
"is_bot": false,
"headline": "feat: add temporal TLINK candidate extraction",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:31:37Z",
"body_truncated": false,
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},
{
"oid": "5ac4039487b471410b3d6047c5423420ad047fa5",
"body": null,
"is_bot": false,
"headline": "fix: mark manifest-generated model cards",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T18:15:57Z",
"body_truncated": false,
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},
{
"oid": "3815346e01b1f038ba816a56900a577f7af88654",
"body": "- Added deterministic mapping of tumor types to OncoTree codes using a user-supplied JSON snapshot.\n- Introduced `load_oncotree` and `map_tumor_type` functions for loading and mapping.\n- Implemented `oncotree_top1_accuracy` metric for evaluating mapping accuracy.\n- Included synthetic test fixtures and unit tests for comprehensive coverage.\n- Updated CHANGELOG to reflect new features and improvements.",
"is_bot": false,
"headline": "feat: implement OncoTree tumor-type mapping and evaluation",
"author_name": "olga.nikolaeva",
"author_login": null,
"committed_at": "2026-08-02T18:07:56Z",
"body_truncated": false,
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},
{
"oid": "d01b461f341a82dfa8a6a1844799b17722b6cc52",
"body": null,
"is_bot": false,
"headline": "feat: add Postgres OMOP DDL validation",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T17:38:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da236a6357a2a8e1b4f5d2128e1c965173b685fa",
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"prs_decided_30d": 60,
"issue_closed_ratio": 0.762,
"closed_unmerged_prs": 162,
"first_time_authors_30d": 2,
"first_time_prs_merged_30d": 1,
"first_time_prs_decided_30d": 2
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "76% of issues closed",
"points": 32,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 76
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "827/989 decided PRs merged",
"points": 25.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 827,
"decided": 989
}
}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "1/2 first-time contributors' PRs merged in 30d",
"points": 6.5,
"status": "partial",
"details": [
{
"code": "newcomer_prs_merged",
"params": {
"days": 30,
"merged": 1,
"decided": 2
}
}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/16 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 70,
"inputs": {
"followers": 1238,
"owner_type": "User",
"is_verified": null,
"owner_login": "maziyarpanahi",
"public_repos": 40,
"account_age_days": 4666
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "1,238 followers of maziyarpanahi",
"points": 22.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1238,
"login": "maziyarpanahi"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "40 public repos, account ~12 yr old",
"points": 23.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 40
}
},
{
"code": "account_age_years",
"params": {
"years": 12
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"openmed"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 6
},
"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 6 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 6
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "46 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 46
}
}
],
"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": "exceptional",
"name": "Engineering Quality",
"value": 100,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "exceptional",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "26 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 26
}
}
],
"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": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "exceptional",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"healthcare",
"llm",
"on-device",
"on-premise",
"sovereign-ai",
"mlx",
"swift",
"ios",
"swiftui",
"ner",
"pii",
"pii-detection",
"clinical-nlp",
"hipaa",
"local-llm",
"nlp",
"python",
"skills",
"android",
"javascript"
],
"has_wiki": true,
"homepage": "https://openmed.life/",
"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://openmed.life/",
"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": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"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": 62,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "16 out of 16 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 0/16 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 8 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 fuzzed",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "1 out of the last 5 releases have a total of 1 signed artifacts.",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "36 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:openmed@2.0.0 runtime dependency closure — what installing the published package pulls in — 4 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:openmed@2.0.0",
"assessed": 4
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 4,
"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": "exceptional",
"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": 4,
"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": "exceptional",
"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"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 10
},
"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": "excellent",
"name": "AI Readiness",
"value": 83,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
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"legible_history_share": 0.87,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 7963
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "87 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 87,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 77,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
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"has_linter_config": true,
"typecheck_configs": [
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"js/openmedkit-react-native/tsconfig.json",
"js/openmedkit-web/tsconfig.json",
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"agent_commit_share": 0,
"toolchain_manifests": [
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"android/OpenMedScanDemo/app/build.gradle.kts",
"android/build.gradle.kts",
"android/openmedkit/build.gradle.kts",
"clients/go/go.mod"
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"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"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": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, Nix, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, Nix, lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
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"largest_source_bytes": 365758,
"source_files_sampled": 1440,
"oversized_source_files": 28
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "28/1440 source files over 60KB",
"points": 53.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1440,
"oversized": 28
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "exceptional",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": true,
"api_schema_files": [
"docs/api/openapi.json",
"openmed/service/proto/openmed.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "docs/api/openapi.json, openmed/service/proto/openmed.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/api/openapi.json, openmed/service/proto/openmed.proto"
}
}
],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library",
"application"
],
"labels": [
"network-service",
"cli",
"mobile",
"library"
],
"scores": {
"cli": 10,
"mobile": 6,
"library": 6,
"mcp-server": 3,
"network-service": 10
},
"primary": "network-service",
"evidence": [
{
"tier": "declared",
"label": "cli",
"source": "pypi.console_scripts",
"weight": 10
},
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "structure",
"label": "mobile",
"source": "tree.android_manifest",
"weight": 6
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.helm",
"weight": 4
},
{
"tier": "structure",
"label": "mcp-server",
"source": "mcp_signal",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "api_schema",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.compose",
"weight": 3
}
],
"artifacts": [
{
"path": "pyproject.toml",
"labels": [
"cli"
],
"ecosystem": "pypi"
}
],
"confidence": "medium",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-08-04T02:14:33.635247Z",
"schema_version": "0.30.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/maziyarpanahi/openmed.svg",
"full_name": "maziyarpanahi/openmed",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.5.0, esquema v0.30.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.