Registro público
Informe de salud del softwareesquema 0.17.0 · métricas 1.13.0 · 2026-07-21 03:24 UTC

aws / bedrock-agentcore-sdk-python

Python SDK for transforming any AI agent into a production-ready application. Framework-agnostic primitives for runtime, memory, authentication, and tools with AWS-managed infrastructure.

PythonApache-2.0★ 744 estrellas⑂ 130 forksdesde jul 2025Ver en GitHub ↗

aws/bedrock-agentcore-sdk-python tiene un índice de salud de 83 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (94/100) y la más baja, AI Readiness (53/100). Se actualizó por última vez hoy. 6 personas concentran la mayor parte del trabajo reciente.

83
global / 100
Bueno

Índice de salud del software

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

83
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

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

Titularidad

Amazon Web ServicesOrganización
16.116 seguidores552 repositorios públicosdesde ago 2012

Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIbedrock-agentcore1.18.17.766.68960hace 3 días

Métricas por categoría

Vitalidad

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

94Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
32.5/36Cadencia de commits — 47/52 semanas con commits
18/18Volumen de commits — 310 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year310
human_commit_share
days_since_last_push0
active_weeks_last_year47
Cómo se puntúa
27/27Publica versiones — 59 versiones publicadas
36/36Recencia de las versiones — última versión hace 3 días
27/27Cadencia de publicación — una versión cada ~5,6 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count59
latest_release_tagv1.18.1
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases5,6

Comunidad y Adopción

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

84Bueno · 18% del índice global
Cómo se puntúa
46.6/60Estrellas — 744 estrellas
17.6/25Forks — 130 forks
3.9/15Observadores — 6 observadores
Datos de entrada utilizados
forks130
stars744
watchers6
growth_stateorganic
growth_factor_pct100
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conduct
has_pull_request_template
Cómo se puntúa
80/80Descargas mensuales — 7.766.689 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesbedrock-agentcore
dependents
ecosystemspypi
total_downloads
monthly_downloads7.766.689
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?

85Excelente · 24% del índice global
Cómo se puntúa
48.6/54Factor bus — la mitad de los commits recae en 6 contribuyente(s)
19.6/22.5Distribución de commits — el principal contribuyente firma el 13% de los commits
13.5/13.5Amplitud de contribuyentes — 55 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Datos de entrada utilizados
bus_factor6
contributors_sampled55
top_contributor_share0,129
Cómo se puntúa
24.6/46.8Resolución de issues — 53% de issues cerradas
31/38.3Aceptación de PR — 323/399 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs323
open_issues69
closed_issues77
issue_closed_ratio0,527
closed_unmerged_prs76
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
25/25Alcance del propietario — 16.116 seguidores de aws
25/25Trayectoria — 552 repos públicos, cuenta de ~13 años
Datos de entrada utilizados
followers16.116
owner_typeOrganization
is_verified
owner_loginaws
public_repos552
account_age_days5074
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 3 días
20/20Historial de versiones — 60 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesbedrock-agentcore
ecosystemspypi
any_deprecatedno
min_days_since_publish3

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

86Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 14 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

Seguridad

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

62Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4/5SAST — SAST tool is not run on all commits -- score normalized to 8
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 40 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5,3
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories73
affected_packages8
assessed_packages176
unassessed_packages0
affected_by_severitycritical 2, high 2, moderate 3, low 1
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 176 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

53Moderado · 0% del índice global
Cómo se puntúa
18/45Instrucciones para agentes — AGENTS.md (esbozo)
0/15Documentación legible por máquinas (llms.txt)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes95
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed, src/bedrock_agentcore/memory/integrations/strands/py.typed, src/bedrock_agentcore/py.typed
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — sin datos
5/8Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configssrc/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed, src/bedrock_agentcore/memory/integrations/strands/py.typed, src/bedrock_agentcore/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes. Los pesos restantes se han renormalizado.
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed, src/bedrock_agentcore/memory/integrations/strands/py.typed, src/bedrock_agentcore/py.typed)
52.9/55Tamaños de archivo manejables — 11/282 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes190.391
source_files_sampled282
oversized_source_files11
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples, notebooks
Datos de entrada utilizados
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Datos clave

744estrellas de GitHub
55contribuidores
310commits en los últimos 12 meses
0días desde el último push
59versiones publicadas
6factor bus
69issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • deps.dev does not index pypi:bedrock-agentcore@1.18.1; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 744 ★ / 0 ⇿
744Estrellas

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.

Solo se muestra el historial más reciente: este repositorio supera la ventana de recopilación, por lo que no se captura el historial más antiguo.

01252503755006257507442602025-072026-012026-07
OpenSSF Scorecard 5.3 / 10
5.3agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-21 03:23 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
8SASTSAST tool is not run on all commits -- score normalized to 8
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities40 existing vulnerabilities detected
Dependencias directas 8
RegistroPaqueteRestricción de versiónManifiesto
PyPIboto3>=1.43.31pyproject.toml
PyPIbotocore>=1.43.31pyproject.toml
PyPIpydantic>=2.0.0,<2.41.3pyproject.toml
PyPIurllib3>=1.26.0pyproject.toml
PyPIstarlette>=0.46.2pyproject.toml
PyPItyping-extensions>=4.13.2,<5.0.0pyproject.toml
PyPIuvicorn>=0.34.2pyproject.toml
PyPIwebsockets>=13.0pyproject.toml
Todas las dependencias 176

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 8 paquetes directos y 168 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIboto31.43.36directa
PyPIbotocore1.43.36directa
PyPIpydantic2.11.7directa
PyPIstarlette1.3.1directa
PyPItyping-extensions4.15.0directa
PyPIurllib32.7.0directa
PyPIuvicorn0.35.0directa
PyPIwebsockets15.0.1directa
PyPIa2a-sdk0.3.25indirecta
PyPIag-ui-protocol0.1.13indirecta
PyPIaiofile3.11.1indirecta
PyPIaiofile3.9.0indirecta
PyPIaiohappyeyeballs2.6.1indirecta
PyPIaiohttp3.13.3indirecta
PyPIaiosignal1.4.0indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.9.0indirecta
PyPIasync-timeout5.0.1indirecta
PyPIattrs25.3.0indirecta
PyPIauthlib1.7.2indirecta
PyPIaws-requests-auth0.4.3indirecta
PyPIawscrt0.32.2indirecta
PyPIbackports-asyncio-runner1.2.0indirecta
PyPIbackports-tarfile1.2.0indirecta
PyPIbeartype0.22.9indirecta
PyPIbeautifulsoup44.14.3indirecta
PyPIbedrock-agentcore1.18.1indirecta
PyPIcachetools7.1.4indirecta
PyPIcaio0.9.25indirecta
PyPIcertifi2025.7.14indirecta
PyPIcffi2.0.0indirecta
PyPIcfgv3.4.0indirecta
PyPIcharset-normalizer3.4.2indirecta
PyPIclick8.2.1indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.9.2indirecta
PyPIcryptography48.0.1indirecta
PyPIcyclopts4.16.1indirecta
PyPIdill0.4.0indirecta
PyPIdistlib0.3.9indirecta
PyPIdistro1.9.0indirecta
PyPIdnspython2.8.0indirecta
PyPIdocstring-parser0.17.0indirecta
PyPIemail-validator2.3.0indirecta
PyPIexceptiongroup1.3.0indirecta
PyPIfastapi0.135.1indirecta
PyPIfastmcp3.3.1indirecta
PyPIfastmcp-slim3.3.1indirecta
PyPIfilelock3.20.3indirecta
PyPIfrozenlist1.8.0indirecta
PyPIgoogle-api-core2.30.0indirecta
PyPIgoogle-auth2.49.1indirecta
PyPIgoogleapis-common-protos1.73.0indirecta
PyPIgriffelib2.0.2indirecta
PyPIh110.16.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpx0.28.1indirecta
PyPIhttpx-sse0.4.1indirecta
PyPIidentify2.6.12indirecta
PyPIidna3.10indirecta
PyPIimportlib-metadata8.7.0indirecta
PyPIiniconfig2.1.0indirecta
PyPIjaraco-classes3.4.0indirecta
PyPIjaraco-context6.1.2indirecta
PyPIjaraco-functools4.5.0indirecta
PyPIjeepney0.9.0indirecta
PyPIjinja23.1.6indirecta
PyPIjmespath1.0.1indirecta
PyPIjoserfc1.7.0indirecta
PyPIjsonpatch1.33indirecta
PyPIjsonpointer3.1.1indirecta
PyPIjsonref1.1.0indirecta
PyPIjsonschema4.25.0indirecta
PyPIjsonschema-path0.5.0indirecta
PyPIjsonschema-specifications2025.4.1indirecta
PyPIkeyring25.7.0indirecta
PyPIlangchain1.3.12indirecta
PyPIlangchain-core1.4.9indirecta
PyPIlangchain-mcp-adapters0.3.0indirecta
PyPIlangchain-protocol0.0.18indirecta
PyPIlanggraph1.2.9indirecta
PyPIlanggraph-checkpoint4.1.1indirecta
PyPIlanggraph-prebuilt1.1.0indirecta
PyPIlanggraph-sdk0.4.2indirecta
PyPIlangsmith0.10.2indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImarkdownify1.2.2indirecta
PyPImarkupsafe3.0.2indirecta
PyPImcp1.27.2indirecta
PyPImcp-proxy-for-aws1.6.0indirecta
PyPImdurl0.1.2indirecta
PyPImore-itertools11.1.0indirecta
PyPImoto5.1.8indirecta
PyPImpmath1.3.0indirecta
PyPImultidict6.7.0indirecta
PyPImypy1.17.0indirecta
PyPImypy-extensions1.1.0indirecta
PyPInodeenv1.9.1indirecta
PyPIopenapi-pydantic0.5.1indirecta
PyPIopentelemetry-api1.35.0indirecta
PyPIopentelemetry-instrumentation0.56b0indirecta
PyPIopentelemetry-instrumentation-threading0.56b0indirecta
PyPIopentelemetry-sdk1.35.0indirecta
PyPIopentelemetry-semantic-conventions0.56b0indirecta
PyPIorjson3.11.9indirecta
PyPIormsgpack1.12.2indirecta
PyPIpackaging25.0indirecta
PyPIpathable0.6.0indirecta
PyPIpathspec0.12.1indirecta
PyPIpillow12.2.0indirecta
PyPIplatformdirs4.3.8indirecta
PyPIpluggy1.6.0indirecta
PyPIpre-commit4.2.0indirecta
PyPIprompt-toolkit3.0.52indirecta
PyPIpropcache0.4.1indirecta
PyPIproto-plus1.27.1indirecta
PyPIprotobuf6.33.5indirecta
PyPIpy-key-value-aio0.4.5indirecta
PyPIpyasn10.6.3indirecta
PyPIpyasn1-modules0.4.2indirecta
PyPIpycparser2.22indirecta
PyPIpydantic-core2.33.2indirecta
PyPIpydantic-settings2.10.1indirecta
PyPIpygments2.19.2indirecta
PyPIpyjwt2.13.0indirecta
PyPIpyperclip1.11.0indirecta
PyPIpytest8.4.1indirecta
PyPIpytest-asyncio1.1.0indirecta
PyPIpytest-cov6.2.1indirecta
PyPIpytest-order1.3.0indirecta
PyPIpytest-rerunfailures16.1indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-dotenv1.2.2indirecta
PyPIpython-multipart0.0.31indirecta
PyPIpywin32311indirecta
PyPIpywin32-ctypes0.2.3indirecta
PyPIpyyaml6.0.2indirecta
PyPIreferencing0.36.2indirecta
PyPIrequests2.32.4indirecta
PyPIrequests-toolbelt1.0.0indirecta
PyPIresponses0.25.7indirecta
PyPIrich14.2.0indirecta
PyPIrich-rst2.0.1indirecta
PyPIrpds-py0.26.0indirecta
PyPIruff0.12.3indirecta
PyPIs3transfer0.19.0indirecta
PyPIsecretstorage3.5.0indirecta
PyPIsix1.17.0indirecta
PyPIslack-bolt1.27.0indirecta
PyPIslack-sdk3.39.0indirecta
PyPIsniffio1.3.1indirecta
PyPIsoupsieve2.8.4indirecta
PyPIsse-starlette3.0.2indirecta
PyPIstrands-agents1.38.0indirecta
PyPIstrands-agents-evals0.1.0indirecta
PyPIstrands-agents-tools0.2.22indirecta
PyPIsympy1.14.0indirecta
PyPItenacity9.1.2indirecta
PyPItomli2.2.1indirecta
PyPItyping-inspection0.4.2indirecta
PyPItzdata2025.2indirecta
PyPIuncalled-for0.3.2indirecta
PyPIuuid-utils0.17.0indirecta
PyPIvirtualenv20.36.1indirecta
PyPIwatchdog6.0.0indirecta
PyPIwatchfiles1.2.0indirecta
PyPIwcwidth0.2.14indirecta
PyPIwerkzeug3.1.6indirecta
PyPIwheel0.46.2indirecta
PyPIwrapt1.17.2indirecta
PyPIxmltodict0.14.2indirecta
PyPIxxhash3.8.1indirecta
PyPIyarl1.22.0indirecta
PyPIzipp3.23.0indirecta
PyPIzstandard0.25.0indirecta
Avisos de dependencias 8

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 176 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 8 tienen avisos conocidos, de los cuales 0 son directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
aiohttp3.13.3indirectacrítica423.14.1
pillow12.2.0indirectacrítica2112.3.0
click8.2.1indirectaalta18.3.3
mcp1.27.2indirectaalta11.28.1
idna3.10indirectamoderada23.15
pytest8.4.1indirectamoderada29.0.3
requests2.32.4indirectamoderada22.33.0
pygments2.19.2indirectabaja22.20.0

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 3243,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Jinja": 2858,
        "Python": 3680833,
        "Jupyter Notebook": 14455
      },
      "pushed_at": "2026-07-21T03:01:42Z",
      "created_at": "2025-07-07T22:12:31Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-20T10:06:17Z",
      "description": "Python SDK for transforming any AI agent into a production-ready application. Framework-agnostic primitives for runtime, memory, authentication, and tools with AWS-managed infrastructure.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://amazon.com/aws",
      "name": "Amazon Web Services",
      "type": "Organization",
      "login": "aws",
      "company": null,
      "location": "United States of America",
      "followers": 16116,
      "avatar_url": "https://avatars.githubusercontent.com/u/2232217?v=4",
      "created_at": "2012-08-28T05:37:55Z",
      "is_verified": null,
      "public_repos": 552,
      "account_age_days": 5074
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 59,
      "commits_last_year": 310,
      "latest_release_at": "2026-07-17T19:55:58Z",
      "latest_release_tag": "v1.18.1",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 47,
      "days_since_latest_release": 3,
      "mean_days_between_releases": 5.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "bedrock-agentcore",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: Apache Software License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/bedrock-agentcore/",
          "is_deprecated": false,
          "latest_version": "1.18.1",
          "repository_url": "https://github.com/aws/bedrock-agentcore-sdk-python",
          "versions_count": 60,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 7766689,
          "first_published_at": "2025-07-08T07:39:36.644826Z",
          "latest_published_at": "2026-07-17T19:55:21.354012Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 3
        }
      ]
    },
    "popularity": {
      "forks": 130,
      "stars": 744,
      "watchers": 6,
      "star_history": {
        "days": [
          {
            "date": "2025-07-15",
            "count": 1
          },
          {
            "date": "2025-07-16",
            "count": 5
          },
          {
            "date": "2025-07-17",
            "count": 9
          },
          {
            "date": "2025-07-18",
            "count": 8
          },
          {
            "date": "2025-07-19",
            "count": 6
          },
          {
            "date": "2025-07-20",
            "count": 6
          },
          {
            "date": "2025-07-21",
            "count": 3
          },
          {
            "date": "2025-07-22",
            "count": 8
          },
          {
            "date": "2025-07-23",
            "count": 4
          },
          {
            "date": "2025-07-24",
            "count": 2
          },
          {
            "date": "2025-07-25",
            "count": 5
          },
          {
            "date": "2025-07-26",
            "count": 1
          },
          {
            "date": "2025-07-27",
            "count": 2
          },
          {
            "date": "2025-07-28",
            "count": 2
          },
          {
            "date": "2025-07-30",
            "count": 2
          },
          {
            "date": "2025-07-31",
            "count": 1
          },
          {
            "date": "2025-08-01",
            "count": 1
          },
          {
            "date": "2025-08-02",
            "count": 1
          },
          {
            "date": "2025-08-03",
            "count": 2
          },
          {
            "date": "2025-08-05",
            "count": 1
          },
          {
            "date": "2025-08-06",
            "count": 1
          },
          {
            "date": "2025-08-07",
            "count": 2
          },
          {
            "date": "2025-08-08",
            "count": 1
          },
          {
            "date": "2025-08-09",
            "count": 2
          },
          {
            "date": "2025-08-11",
            "count": 2
          },
          {
            "date": "2025-08-12",
            "count": 3
          },
          {
            "date": "2025-08-13",
            "count": 3
          },
          {
            "date": "2025-08-14",
            "count": 2
          },
          {
            "date": "2025-08-16",
            "count": 1
          },
          {
            "date": "2025-08-19",
            "count": 3
          },
          {
            "date": "2025-08-20",
            "count": 3
          },
          {
            "date": "2025-08-22",
            "count": 4
          },
          {
            "date": "2025-08-27",
            "count": 1
          },
          {
            "date": "2025-08-28",
            "count": 1
          },
          {
            "date": "2025-08-30",
            "count": 2
          },
          {
            "date": "2025-08-31",
            "count": 1
          },
          {
            "date": "2025-09-01",
            "count": 1
          },
          {
            "date": "2025-09-02",
            "count": 1
          },
          {
            "date": "2025-09-04",
            "count": 3
          },
          {
            "date": "2025-09-05",
            "count": 1
          },
          {
            "date": "2025-09-06",
            "count": 1
          },
          {
            "date": "2025-09-08",
            "count": 2
          },
          {
            "date": "2025-09-09",
            "count": 2
          },
          {
            "date": "2025-09-10",
            "count": 2
          },
          {
            "date": "2025-09-13",
            "count": 1
          },
          {
            "date": "2025-09-16",
            "count": 4
          },
          {
            "date": "2025-09-17",
            "count": 3
          },
          {
            "date": "2025-09-19",
            "count": 1
          },
          {
            "date": "2025-09-21",
            "count": 1
          },
          {
            "date": "2025-09-22",
            "count": 1
          },
          {
            "date": "2025-09-23",
            "count": 3
          },
          {
            "date": "2025-09-25",
            "count": 1
          },
          {
            "date": "2025-09-26",
            "count": 3
          },
          {
            "date": "2025-09-29",
            "count": 2
          },
          {
            "date": "2025-09-30",
            "count": 2
          },
          {
            "date": "2025-10-01",
            "count": 1
          },
          {
            "date": "2025-10-03",
            "count": 1
          },
          {
            "date": "2025-10-05",
            "count": 2
          },
          {
            "date": "2025-10-06",
            "count": 1
          },
          {
            "date": "2025-10-07",
            "count": 3
          },
          {
            "date": "2025-10-08",
            "count": 260
          },
          {
            "date": "2025-10-09",
            "count": 33
          },
          {
            "date": "2025-10-10",
            "count": 46
          },
          {
            "date": "2025-10-11",
            "count": 3
          },
          {
            "date": "2025-10-12",
            "count": 3
          },
          {
            "date": "2025-10-13",
            "count": 8
          },
          {
            "date": "2025-10-14",
            "count": 5
          },
          {
            "date": "2025-10-15",
            "count": 4
          },
          {
            "date": "2025-10-16",
            "count": 5
          },
          {
            "date": "2025-10-17",
            "count": 5
          },
          {
            "date": "2025-10-20",
            "count": 2
          },
          {
            "date": "2025-10-21",
            "count": 1
          },
          {
            "date": "2025-10-22",
            "count": 5
          },
          {
            "date": "2025-10-23",
            "count": 4
          },
          {
            "date": "2025-10-24",
            "count": 1
          },
          {
            "date": "2025-10-25",
            "count": 2
          },
          {
            "date": "2025-10-27",
            "count": 1
          },
          {
            "date": "2025-10-29",
            "count": 1
          },
          {
            "date": "2025-10-30",
            "count": 1
          },
          {
            "date": "2025-10-31",
            "count": 2
          },
          {
            "date": "2025-11-03",
            "count": 1
          },
          {
            "date": "2025-11-04",
            "count": 2
          },
          {
            "date": "2025-11-05",
            "count": 2
          },
          {
            "date": "2025-11-07",
            "count": 2
          },
          {
            "date": "2025-11-08",
            "count": 2
          },
          {
            "date": "2025-11-10",
            "count": 2
          },
          {
            "date": "2025-11-11",
            "count": 2
          },
          {
            "date": "2025-11-13",
            "count": 2
          },
          {
            "date": "2025-11-14",
            "count": 5
          },
          {
            "date": "2025-11-15",
            "count": 1
          },
          {
            "date": "2025-11-17",
            "count": 2
          },
          {
            "date": "2025-11-18",
            "count": 2
          },
          {
            "date": "2025-11-19",
            "count": 1
          },
          {
            "date": "2025-11-20",
            "count": 1
          },
          {
            "date": "2025-11-21",
            "count": 4
          },
          {
            "date": "2025-11-22",
            "count": 1
          },
          {
            "date": "2025-11-24",
            "count": 1
          },
          {
            "date": "2025-11-25",
            "count": 1
          },
          {
            "date": "2025-11-29",
            "count": 1
          },
          {
            "date": "2025-12-01",
            "count": 1
          },
          {
            "date": "2025-12-02",
            "count": 2
          },
          {
            "date": "2025-12-04",
            "count": 2
          },
          {
            "date": "2025-12-05",
            "count": 3
          },
          {
            "date": "2025-12-06",
            "count": 2
          },
          {
            "date": "2025-12-07",
            "count": 2
          },
          {
            "date": "2025-12-08",
            "count": 1
          },
          {
            "date": "2025-12-09",
            "count": 2
          },
          {
            "date": "2025-12-10",
            "count": 2
          },
          {
            "date": "2025-12-11",
            "count": 1
          },
          {
            "date": "2025-12-12",
            "count": 1
          },
          {
            "date": "2025-12-17",
            "count": 1
          },
          {
            "date": "2025-12-18",
            "count": 3
          },
          {
            "date": "2025-12-20",
            "count": 1
          },
          {
            "date": "2025-12-22",
            "count": 1
          },
          {
            "date": "2025-12-23",
            "count": 1
          },
          {
            "date": "2025-12-24",
            "count": 2
          },
          {
            "date": "2025-12-25",
            "count": 1
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2026-01-02",
            "count": 1
          },
          {
            "date": "2026-01-04",
            "count": 2
          },
          {
            "date": "2026-01-08",
            "count": 3
          },
          {
            "date": "2026-01-10",
            "count": 1
          },
          {
            "date": "2026-01-12",
            "count": 1
          },
          {
            "date": "2026-01-14",
            "count": 1
          },
          {
            "date": "2026-01-18",
            "count": 2
          },
          {
            "date": "2026-01-19",
            "count": 2
          },
          {
            "date": "2026-01-20",
            "count": 2
          },
          {
            "date": "2026-01-21",
            "count": 1
          },
          {
            "date": "2026-01-22",
            "count": 1
          },
          {
            "date": "2026-01-23",
            "count": 1
          },
          {
            "date": "2026-01-24",
            "count": 1
          },
          {
            "date": "2026-01-25",
            "count": 1
          },
          {
            "date": "2026-01-28",
            "count": 2
          },
          {
            "date": "2026-01-30",
            "count": 1
          },
          {
            "date": "2026-02-01",
            "count": 1
          },
          {
            "date": "2026-02-02",
            "count": 1
          },
          {
            "date": "2026-02-03",
            "count": 1
          },
          {
            "date": "2026-02-04",
            "count": 1
          },
          {
            "date": "2026-02-05",
            "count": 2
          },
          {
            "date": "2026-02-09",
            "count": 2
          },
          {
            "date": "2026-02-10",
            "count": 1
          },
          {
            "date": "2026-02-11",
            "count": 1
          },
          {
            "date": "2026-02-12",
            "count": 1
          },
          {
            "date": "2026-02-16",
            "count": 1
          },
          {
            "date": "2026-02-17",
            "count": 1
          },
          {
            "date": "2026-02-22",
            "count": 1
          },
          {
            "date": "2026-02-24",
            "count": 2
          },
          {
            "date": "2026-02-25",
            "count": 2
          },
          {
            "date": "2026-02-28",
            "count": 1
          },
          {
            "date": "2026-03-01",
            "count": 1
          },
          {
            "date": "2026-03-02",
            "count": 2
          },
          {
            "date": "2026-03-03",
            "count": 1
          },
          {
            "date": "2026-03-04",
            "count": 2
          },
          {
            "date": "2026-03-07",
            "count": 1
          },
          {
            "date": "2026-03-10",
            "count": 3
          },
          {
            "date": "2026-03-11",
            "count": 1
          },
          {
            "date": "2026-03-13",
            "count": 1
          },
          {
            "date": "2026-03-15",
            "count": 2
          },
          {
            "date": "2026-03-16",
            "count": 3
          },
          {
            "date": "2026-03-17",
            "count": 1
          },
          {
            "date": "2026-03-19",
            "count": 1
          },
          {
            "date": "2026-03-20",
            "count": 3
          },
          {
            "date": "2026-03-21",
            "count": 1
          },
          {
            "date": "2026-03-25",
            "count": 1
          },
          {
            "date": "2026-03-26",
            "count": 2
          },
          {
            "date": "2026-03-27",
            "count": 2
          },
          {
            "date": "2026-03-30",
            "count": 1
          },
          {
            "date": "2026-04-01",
            "count": 1
          },
          {
            "date": "2026-04-03",
            "count": 2
          },
          {
            "date": "2026-04-07",
            "count": 1
          },
          {
            "date": "2026-04-08",
            "count": 2
          },
          {
            "date": "2026-04-09",
            "count": 1
          },
          {
            "date": "2026-04-14",
            "count": 1
          },
          {
            "date": "2026-04-17",
            "count": 1
          },
          {
            "date": "2026-04-19",
            "count": 1
          },
          {
            "date": "2026-04-23",
            "count": 3
          },
          {
            "date": "2026-04-27",
            "count": 3
          },
          {
            "date": "2026-04-28",
            "count": 2
          },
          {
            "date": "2026-05-01",
            "count": 1
          },
          {
            "date": "2026-05-05",
            "count": 1
          },
          {
            "date": "2026-05-07",
            "count": 2
          },
          {
            "date": "2026-05-08",
            "count": 2
          },
          {
            "date": "2026-05-09",
            "count": 1
          },
          {
            "date": "2026-05-10",
            "count": 1
          },
          {
            "date": "2026-05-11",
            "count": 3
          },
          {
            "date": "2026-05-12",
            "count": 1
          },
          {
            "date": "2026-05-13",
            "count": 1
          },
          {
            "date": "2026-05-17",
            "count": 1
          },
          {
            "date": "2026-05-21",
            "count": 1
          },
          {
            "date": "2026-05-22",
            "count": 2
          },
          {
            "date": "2026-05-27",
            "count": 3
          },
          {
            "date": "2026-05-28",
            "count": 1
          },
          {
            "date": "2026-05-29",
            "count": 1
          },
          {
            "date": "2026-05-31",
            "count": 1
          },
          {
            "date": "2026-06-01",
            "count": 1
          },
          {
            "date": "2026-06-03",
            "count": 1
          },
          {
            "date": "2026-06-06",
            "count": 1
          },
          {
            "date": "2026-06-08",
            "count": 1
          },
          {
            "date": "2026-06-11",
            "count": 1
          },
          {
            "date": "2026-06-13",
            "count": 1
          },
          {
            "date": "2026-06-15",
            "count": 2
          },
          {
            "date": "2026-06-16",
            "count": 1
          },
          {
            "date": "2026-06-17",
            "count": 3
          },
          {
            "date": "2026-06-18",
            "count": 2
          },
          {
            "date": "2026-06-19",
            "count": 1
          },
          {
            "date": "2026-06-23",
            "count": 2
          },
          {
            "date": "2026-06-24",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 1
          },
          {
            "date": "2026-06-28",
            "count": 1
          },
          {
            "date": "2026-06-30",
            "count": 1
          },
          {
            "date": "2026-07-05",
            "count": 1
          },
          {
            "date": "2026-07-06",
            "count": 1
          },
          {
            "date": "2026-07-07",
            "count": 1
          },
          {
            "date": "2026-07-08",
            "count": 1
          },
          {
            "date": "2026-07-10",
            "count": 1
          },
          {
            "date": "2026-07-11",
            "count": 1
          },
          {
            "date": "2026-07-13",
            "count": 1
          },
          {
            "date": "2026-07-16",
            "count": 1
          }
        ],
        "complete": false,
        "collected": 743,
        "total_stars": 744
      },
      "open_issues_and_prs": 101
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed",
        "src/bedrock_agentcore/memory/integrations/strands/py.typed",
        "src/bedrock_agentcore/py.typed"
      ],
      "largest_source_bytes": 190391,
      "source_files_sampled": 282,
      "oversized_source_files": 11,
      "agent_instruction_files": [
        "AGENTS.md"
      ],
      "agent_instruction_max_bytes": 95
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.13.3",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.1,
            "advisory_ids": [
              "GHSA-2fqr-mr3j-6wp8",
              "GHSA-2vrm-gr82-f7m5",
              "GHSA-3wq7-rqq7-wx6j",
              "GHSA-4fvr-rgm6-gqmc",
              "GHSA-4m7w-qmgq-4wj5",
              "GHSA-63hf-3vf5-4wqf",
              "GHSA-63hw-fmq6-xxg2",
              "GHSA-966j-vmvw-g2g9",
              "GHSA-9x8q-7h8h-wcw9",
              "GHSA-c427-h43c-vf67"
            ],
            "fixed_version": "3.14.1",
            "advisory_count": 42,
            "oldest_advisory_days": 110
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.1,
            "advisory_ids": [
              "GHSA-45hq-cxwh-f6vc",
              "GHSA-4x4j-2g7c-83w6",
              "GHSA-5x94-69rx-g8h2",
              "GHSA-62p4-gmf7-7g93",
              "GHSA-6r8x-57c9-28j4",
              "GHSA-8v84-f9pq-wr9x",
              "GHSA-9hw9-ch79-4vh6",
              "GHSA-fj7v-r99m-22gq",
              "GHSA-jjj6-mw9f-p565",
              "GHSA-pg7v-jwj7-p798"
            ],
            "fixed_version": "12.3.0",
            "advisory_count": 21,
            "oldest_advisory_days": 14
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.2.1",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.2,
            "advisory_ids": [
              "PYSEC-2026-2132"
            ],
            "fixed_version": "8.3.3",
            "advisory_count": 1,
            "oldest_advisory_days": 81
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.27.2",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": null,
            "advisory_ids": [
              "GHSA-vj7q-gjh5-988w"
            ],
            "fixed_version": "1.28.1",
            "advisory_count": 1,
            "oldest_advisory_days": 4
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "severity": "moderate",
            "ecosystem": "pypi",
            "cvss_score": 5.3,
            "advisory_ids": [
              "GHSA-65pc-fj4g-8rjx",
              "PYSEC-2026-215"
            ],
            "fixed_version": "3.15",
            "advisory_count": 2,
            "oldest_advisory_days": 62
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "8.4.1",
            "severity": "moderate",
            "ecosystem": "pypi",
            "cvss_score": 6.8,
            "advisory_ids": [
              "GHSA-6w46-j5rx-g56g",
              "PYSEC-2026-1845"
            ],
            "fixed_version": "9.0.3",
            "advisory_count": 2,
            "oldest_advisory_days": 179
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.4",
            "severity": "moderate",
            "ecosystem": "pypi",
            "cvss_score": 5.5,
            "advisory_ids": [
              "GHSA-gc5v-m9x4-r6x2",
              "PYSEC-2026-2275"
            ],
            "fixed_version": "2.33.0",
            "advisory_count": 2,
            "oldest_advisory_days": 117
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.2",
            "severity": "low",
            "ecosystem": "pypi",
            "cvss_score": 3.3,
            "advisory_ids": [
              "GHSA-5239-wwwm-4pmq",
              "PYSEC-2026-2987"
            ],
            "fixed_version": "2.20.0",
            "advisory_count": 2,
            "oldest_advisory_days": 120
          }
        ],
        "collected": true,
        "truncated": false,
        "by_severity": {
          "low": 1,
          "high": 2,
          "critical": 2,
          "moderate": 3
        },
        "advisory_count": 73,
        "affected_count": 8,
        "assessed_count": 176,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "boto3",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.43.31"
        },
        {
          "name": "botocore",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.43.31"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0,<2.41.3"
        },
        {
          "name": "urllib3",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.26.0"
        },
        {
          "name": "starlette",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.46.2"
        },
        {
          "name": "typing-extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.13.2,<5.0.0"
        },
        {
          "name": "uvicorn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.34.2"
        },
        {
          "name": "websockets",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "boto3",
            "direct": true,
            "version": "1.43.36",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore",
            "direct": true,
            "version": "1.43.36",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.11.7",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": true,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": true,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": true,
            "version": "0.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": true,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "a2a-sdk",
            "direct": false,
            "version": "0.3.25",
            "ecosystem": "pypi"
          },
          {
            "name": "ag-ui-protocol",
            "direct": false,
            "version": "0.1.13",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofile",
            "direct": false,
            "version": "3.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofile",
            "direct": false,
            "version": "3.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "25.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "authlib",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aws-requests-auth",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "awscrt",
            "direct": false,
            "version": "0.32.2",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-asyncio-runner",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-tarfile",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.22.9",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bedrock-agentcore",
            "direct": false,
            "version": "1.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "caio",
            "direct": false,
            "version": "0.9.25",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2025.7.14",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cfgv",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.9.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "48.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cyclopts",
            "direct": false,
            "version": "4.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.3.9",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.135.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp-slim",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.20.3",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.49.1",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.73.0",
            "ecosystem": "pypi"
          },
          {
            "name": "griffelib",
            "direct": false,
            "version": "2.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "identify",
            "direct": false,
            "version": "2.6.12",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-classes",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-context",
            "direct": false,
            "version": "6.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-functools",
            "direct": false,
            "version": "4.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jeepney",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "joserfc",
            "direct": false,
            "version": "1.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": "1.33",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonref",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-path",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "keyring",
            "direct": false,
            "version": "25.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain",
            "direct": false,
            "version": "1.3.12",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-core",
            "direct": false,
            "version": "1.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-mcp-adapters",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-protocol",
            "direct": false,
            "version": "0.0.18",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph",
            "direct": false,
            "version": "1.2.9",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph-checkpoint",
            "direct": false,
            "version": "4.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph-prebuilt",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph-sdk",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "langsmith",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdownify",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.27.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp-proxy-for-aws",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "more-itertools",
            "direct": false,
            "version": "11.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "moto",
            "direct": false,
            "version": "5.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openapi-pydantic",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.56b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-threading",
            "direct": false,
            "version": "0.56b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.56b0",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "ormsgpack",
            "direct": false,
            "version": "1.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pathable",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.27.1",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.5",
            "ecosystem": "pypi"
          },
          {
            "name": "py-key-value-aio",
            "direct": false,
            "version": "0.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.22",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.33.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyperclip",
            "direct": false,
            "version": "1.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "6.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-order",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-rerunfailures",
            "direct": false,
            "version": "16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.31",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32-ctypes",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.4",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "responses",
            "direct": false,
            "version": "0.25.7",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "14.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-rst",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.12.3",
            "ecosystem": "pypi"
          },
          {
            "name": "s3transfer",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "secretstorage",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "slack-bolt",
            "direct": false,
            "version": "1.27.0",
            "ecosystem": "pypi"
          },
          {
            "name": "slack-sdk",
            "direct": false,
            "version": "3.39.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "strands-agents",
            "direct": false,
            "version": "1.38.0",
            "ecosystem": "pypi"
          },
          {
            "name": "strands-agents-evals",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "strands-agents-tools",
            "direct": false,
            "version": "0.2.22",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "uncalled-for",
            "direct": false,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "uuid-utils",
            "direct": false,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "20.36.1",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.2.14",
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "wheel",
            "direct": false,
            "version": "0.46.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "xmltodict",
            "direct": false,
            "version": "0.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "xxhash",
            "direct": false,
            "version": "3.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 176,
        "direct_count": 8,
        "indirect_count": 168
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 32,
        "merged_prs": 323,
        "open_issues": 69,
        "closed_ratio": 0.527,
        "closed_issues": 77,
        "closed_unmerged_prs": 76
      },
      "bus_factor": 6,
      "top_contributors": [
        {
          "type": "Bot",
          "login": "github-actions[bot]",
          "commits": 42,
          "avatar_url": "https://avatars.githubusercontent.com/in/15368?v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 37,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "User",
          "login": "jariy17",
          "commits": 31,
          "avatar_url": "https://avatars.githubusercontent.com/u/107276415?v=4"
        },
        {
          "type": "User",
          "login": "sundargthb",
          "commits": 27,
          "avatar_url": "https://avatars.githubusercontent.com/u/101336114?v=4"
        },
        {
          "type": "User",
          "login": "Hweinstock",
          "commits": 21,
          "avatar_url": "https://avatars.githubusercontent.com/u/42325418?v=4"
        },
        {
          "type": "User",
          "login": "aidandaly24",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/99039782?v=4"
        },
        {
          "type": "User",
          "login": "nborges-aws",
          "commits": 15,
          "avatar_url": "https://avatars.githubusercontent.com/u/183529338?v=4"
        },
        {
          "type": "User",
          "login": "tejaskash",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/42380254?v=4"
        },
        {
          "type": "Bot",
          "login": "agentcore-devx-automation[bot]",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/2232217?v=4"
        },
        {
          "type": "User",
          "login": "padmak30",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/210916798?v=4"
        }
      ],
      "contributors_sampled": 55,
      "top_contributor_share": 0.129
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "breaking-change-check.yml",
        "ci.yml",
        "dependabot-auto-merge.yml",
        "dependency-management.yml",
        "github-slack-notifications.yml",
        "integration-testing-regression.yml",
        "integration-testing.yml",
        "pr-automerge.yml",
        "pr-security-review.yml",
        "publish-api-docs.yml",
        "release-prepare.yml",
        "release-publish.yml",
        "security-scanning.yml",
        "slack-open-prs-notification.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 3 contributing companies or organizations -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 0,
            "reason": "dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 8,
            "reason": "SAST tool is not run on all commits -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "40 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "a4bc13fe13aa3714cca49f3471ed3d20b804e385",
        "ran_at": "2026-07-21T03:23:49Z",
        "aggregate_score": 5.3,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/aws/bedrock-agentcore-sdk-python",
    "host": "github.com",
    "name": "bedrock-agentcore-sdk-python",
    "owner": "aws"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 83,
      "inputs": {
        "security": 62,
        "vitality": 94,
        "community": 84,
        "governance": 85,
        "engineering": 86
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 94,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "commits_last_year": 310,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 47
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "47/52 weeks with commits",
                "points": 32.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 47
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "310 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 310
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 59,
              "latest_release_tag": "v1.18.1",
              "releases_from_tags": false,
              "days_since_latest_release": 3,
              "mean_days_between_releases": 5.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "59 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 59
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 3 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 3
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~5.6 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 5.6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 84,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "forks": 130,
              "stars": 744,
              "watchers": 6,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "744 stars",
                "points": 46.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 744
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "130 forks",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 130
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "6 watchers",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "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": 100,
            "inputs": {
              "packages": [
                "bedrock-agentcore"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 7766689
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "7,766,689 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 7766689,
                      "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": "excellent",
        "name": "Sustainability & Governance",
        "value": 85,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "bus_factor": 6,
              "contributors_sampled": 55,
              "top_contributor_share": 0.129
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "6 contributor(s) cover half of all commits",
                "points": 48.6,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 13% of commits",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 13
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "55 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 55
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "merged_prs": 323,
              "open_issues": 69,
              "closed_issues": 77,
              "issue_closed_ratio": 0.527,
              "closed_unmerged_prs": 76
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "53% of issues closed",
                "points": 24.6,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 53
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "323/399 decided PRs merged",
                "points": 31,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 323,
                      "decided": 399
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 16116,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "aws",
              "public_repos": 552,
              "account_age_days": 5074
            },
            "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": "16,116 followers of aws",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 16116,
                      "login": "aws"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "552 public repos, account ~13 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 552
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "bedrock-agentcore"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 3
            },
            "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 3 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 3
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "60 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 60
                    }
                  }
                ],
                "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": 86,
        "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": "14 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 53,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 5.3
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "40 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 176 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 176
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 73,
              "affected_packages": 8,
              "assessed_packages": 176,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 2, moderate 3, low 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": 176,
              "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": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 30,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 95
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md (stub)",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  },
                  {
                    "code": "agent_instructions_stub",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed",
                "src/bedrock_agentcore/memory/integrations/strands/py.typed",
                "src/bedrock_agentcore/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed, src/bedrock_agentcore/memory/integrations/strands/py.typed, src/bedrock_agentcore/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed, src/bedrock_agentcore/memory/integrations/strands/py.typed, src/bedrock_agentcore/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 190391,
              "source_files_sampled": 282,
              "oversized_source_files": 11
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed, src/bedrock_agentcore/memory/integrations/strands/py.typed, src/bedrock_agentcore/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/bedrock_agentcore/evaluation/integrations/strands_agents_evals/py.typed, src/bedrock_agentcore/memory/integrations/strands/py.typed, src/bedrock_agentcore/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "11/282 source files over 60KB",
                "points": 52.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 282,
                      "oversized": 11
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, 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? 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": [
    "deps.dev does not index pypi:bedrock-agentcore@1.18.1; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T03:24:19.704600Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/bedrock-agentcore-sdk-python.svg",
  "full_name": "aws/bedrock-agentcore-sdk-python",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.17.0 — metodología completa · wiki de métricas.

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