Registro público
Informe de salud del softwareesquema 0.23.0 · métricas 1.13.0 · 2026-07-21 21:03 UTC

aws / mcp-proxy-for-aws

AWS MCP Proxy Server

PythonApache-2.0★ 327 estrellas⑂ 55 forksdesde sept 2025Ver en GitHub ↗
#aws#mcp#proxy#sigv4

aws/mcp-proxy-for-aws 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. 3 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
16.125 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
PyPImcp-proxy-for-aws1.6.42.038.10020hace 1 día

Métricas por categoría

Vitalidad

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

94Excelente · 22% del índice global

Actividad de desarrollo

90Excelente
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
25.6/36Cadencia de commits — 37/52 semanas con commits
18/18Volumen de commits — 262 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year262
human_commit_share0,39
days_since_last_push0
active_weeks_last_year37

Disciplina de publicación

100Excelente
Cómo se puntúa
27/27Publica versiones — 18 versiones publicadas
36/36Recencia de las versiones — última versión hace 1 días
27/27Cadencia de publicación — una versión cada ~11,2 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count18
latest_release_tagv1.6.4
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases11,2
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

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

81Bueno · 18% del índice global

Popularidad y adopción

60Moderado
Cómo se puntúa
40.8/60Estrellas — 327 estrellas
14.4/25Forks — 55 forks
4.7/15Observadores — 8 observadores
Datos de entrada utilizados
forks55
stars327
watchers8
growth_stateorganic
growth_factor_pct100

Salud de la comunidad

92Excelente
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_readmesí
has_licensesí
has_contributingsí
has_issue_templateno
has_code_of_conductsí
has_pull_request_templatesí

Adopción en el ecosistema (descargas)

100Excelente
Cómo se puntúa
80/80Descargas mensuales — 2.038.100 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesmcp-proxy-for-aws
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2.038.100
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?

80Bueno · 24% del índice global

Resiliencia de mantenedores (factor bus)

70Bueno
Cómo se puntúa
36/54Factor bus — la mitad de los commits recae en 3 contribuyente(s)
18/22.5Distribución de commits — el principal contribuyente firma el 20% de los commits
13.5/13.5Amplitud de contribuyentes — 19 contribuyentes
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Datos de entrada utilizados
bus_factor3
contributors_sampled19
top_contributor_share0,199

Capacidad de respuesta a issues y PR

78Bueno
Cómo se puntúa
32.7/46.8Resolución de issues — 70% de issues cerradas
30/38.3Aceptación de PR — 260/332 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs260
open_issues9
closed_issues21
issue_closed_ratio0,7
closed_unmerged_prs72

Propiedad y custodia

80Bueno
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
25/25Alcance del propietario — 16.125 seguidores de aws
25/25Trayectoria — 552 repos públicos, cuenta de ~13 años
Datos de entrada utilizados
followers16.125
owner_typeOrganization
is_verified—
owner_loginaws
public_repos552
account_age_days5075

Mantenimiento de paquetes

100Excelente
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 1 días
20/20Historial de versiones — 20 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesmcp-proxy-for-aws
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

76Bueno · 20% del índice global

Prácticas de ingeniería

94Excelente
Cómo se puntúa
24/24Flujos de trabajo de CI — 10 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_cisí
has_testssí
has_editorconfigno
has_linter_configsí
has_precommit_configsí

Documentación

50Moderado
Cómo se puntúa
30/30README
0/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
10/10Topics — 4 topics
0/10Wiki
Datos de entrada utilizados
topicsaws, mcp, proxy, sigv4
has_wikino
homepage—
has_readmesí
has_docs_dirno
has_descriptionsí

Seguridad

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

82Bueno · 16% del índice global

Postura de seguridad

78Bueno
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
6/7.5Branch-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
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7,8
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. Los pesos restantes se han renormalizado.

Avisos de dependencias

100Excelente
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
advisories4
affected_packages2
assessed_packages288
unassessed_packages12
affected_by_severityhigh 1, moderate 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 288 dependencias resueltas con OSV. 12 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. 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

Contexto y guía para agentes

40En riesgo
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 38 de 39 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,974
agent_instruction_files—
agent_instruction_max_bytes—

Bucle de verificación (compilación / pruebas / verificación de tipos)

59Moderado
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — Dockerfile, lockfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
8/8Mantenimiento automatizado — 61 de los últimos 100 commits son actualizaciones automáticas de dependencias
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Datos de entrada utilizados
has_nixno
has_testssí
lockfilesuv.lock
has_dockerfilesí
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configsí
typecheck_configs—
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0,61

Legibilidad del código para modelos

55Moderado
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
55/55Tamaños de archivo manejables — 0/46 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes41.177
source_files_sampled46
oversized_source_files0

Interfaces legibles por máquina

60Moderado
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
20/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signalsí
api_schema_files—

Datos clave

327estrellas de GitHub
19contribuidores
262commits en los últimos 12 meses
0días desde el último push
18versiones publicadas
3factor bus
9issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • deps.dev does not index pypi:mcp-proxy-for-aws@1.6.4; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 327 ★ / 55 ⇿
327Estrellas
55Forks
18Versiones

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.

012525037532755342025-092026-022026-07
Mayor 0Menor 6Parche 12
OpenSSF Scorecard 7.8 / 10
7.8agregado

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

10Binary-Artifactsno binaries found in the repo
8Branch-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
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Dependencias directas 3
RegistroPaqueteRestricción de versiónManifiesto
PyPIfastmcp>=3.2,<3.5pyproject.toml
PyPIboto3>=1.41.0pyproject.toml
PyPIbotocore>=1.41.0pyproject.toml
Todas las dependencias 300

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 5 paquetes directos y 295 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIboto31.43.51directa
PyPIbotocore—directa
PyPIbotocore1.43.51directa
PyPIfastmcp—directa
PyPIfastmcp3.4.4directa
PyPIa2a-sdk0.3.21indirecta
PyPIag-ui-protocol0.1.10indirecta
PyPIagent-framework—indirecta
PyPIagent-framework1.11.0indirecta
PyPIagent-framework-a2a1.0.0b251211indirecta
PyPIagent-framework-ag-ui1.0.0b251211indirecta
PyPIagent-framework-anthropic1.0.0b251211indirecta
PyPIagent-framework-azure-ai-search1.0.0b251211indirecta
PyPIagent-framework-azure-cosmos1.0.0b260507indirecta
PyPIagent-framework-azurefunctions1.0.0b251211indirecta
PyPIagent-framework-bedrock1.0.0b260507indirecta
PyPIagent-framework-chatkit1.0.0b251211indirecta
PyPIagent-framework-claude1.0.0b260507indirecta
PyPIagent-framework-copilotstudio1.0.0b251211indirecta
PyPIagent-framework-core1.11.0indirecta
PyPIagent-framework-declarative1.0.0b251211indirecta
PyPIagent-framework-devui1.0.0b251211indirecta
PyPIagent-framework-durabletask1.0.0b260507indirecta
PyPIagent-framework-foundry1.3.0indirecta
PyPIagent-framework-foundry-local1.0.0b260507indirecta
PyPIagent-framework-github-copilot1.0.0rc1indirecta
PyPIagent-framework-hyperlight1.0.0b260507indirecta
PyPIagent-framework-lab1.0.0b251024indirecta
PyPIagent-framework-mem01.0.0b251211indirecta
PyPIagent-framework-ollama1.0.0b260507indirecta
PyPIagent-framework-openai1.3.0indirecta
PyPIagent-framework-orchestrations1.0.0b260507indirecta
PyPIagent-framework-purview1.0.0b251211indirecta
PyPIagent-framework-redis1.0.0b251211indirecta
PyPIaiofile3.9.0indirecta
PyPIaiohappyeyeballs2.6.1indirecta
PyPIaiohttp3.14.1indirecta
PyPIaiosignal1.4.0indirecta
PyPIaiosqlite0.22.0indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanthropic0.75.0indirecta
PyPIanyio4.12.0indirecta
PyPIargcomplete3.6.3indirecta
PyPIast-serialize0.6.0indirecta
PyPIasync-timeout5.0.1indirecta
PyPIasyncio4.0.0indirecta
PyPIattrs25.4.0indirecta
PyPIauthlib1.6.12indirecta
PyPIawscrt0.36.0indirecta
PyPIazure-ai-inference1.0.0b9indirecta
PyPIazure-ai-projects2.1.0indirecta
PyPIazure-common1.1.28indirecta
PyPIazure-core1.38.0indirecta
PyPIazure-cosmos4.16.0b2indirecta
PyPIazure-functions1.25.0b3.dev1indirecta
PyPIazure-functions-durable1.4.0indirecta
PyPIazure-identity1.26.0b1indirecta
PyPIazure-search-documents11.7.0b2indirecta
PyPIazure-storage-blob12.28.0b1indirecta
PyPIbackoff2.2.1indirecta
PyPIbackports-asyncio-runner1.2.0indirecta
PyPIbackports-tarfile1.2.0indirecta
PyPIbanks2.4.2indirecta
PyPIbeartype0.22.9indirecta
PyPIblack26.5.1indirecta
PyPIcachetools6.2.3indirecta
PyPIcaio0.9.25indirecta
PyPIcertifi2025.11.12indirecta
PyPIcffi2.0.0indirecta
PyPIcfgv3.5.0indirecta
PyPIcharset-normalizer3.4.4indirecta
PyPIclaude-agent-sdk0.1.48indirecta
PyPIclick8.4.2indirecta
PyPIclr-loader0.2.9indirecta
PyPIcolorama0.4.6indirecta
PyPIcommitizen4.16.5indirecta
PyPIcoverage7.13.0indirecta
PyPIcryptography48.0.1indirecta
PyPIcyclopts5.0.0a1indirecta
PyPIdataclasses-json0.6.7indirecta
PyPIdecli0.6.3indirecta
PyPIdefusedxml0.8.0rc2indirecta
PyPIdeprecated1.2.18indirecta
PyPIdirtyjson1.0.8indirecta
PyPIdistlib0.4.0indirecta
PyPIdistro1.9.0indirecta
PyPIdnspython2.8.0indirecta
PyPIdocstring-parser0.17.0indirecta
PyPIdurabletask1.4.0indirecta
PyPIdurabletask-azuremanaged1.4.0indirecta
PyPIemail-validator2.3.0indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIfastapi0.136.3indirecta
PyPIfastmcp-slim3.4.4indirecta
PyPIfilelock3.20.3indirecta
PyPIfiletype1.2.0indirecta
PyPIfoundry-local-sdk0.5.1indirecta
PyPIfrozenlist1.8.0indirecta
PyPIfsspec2025.12.0indirecta
PyPIfurl2.1.4indirecta
PyPIgithub-copilot-sdk1.0.2indirecta
PyPIgoogle-api-core2.28.1indirecta
PyPIgoogle-auth2.43.0indirecta
PyPIgoogleapis-common-protos1.72.0indirecta
PyPIgreenlet3.3.0indirecta
PyPIgriffe1.15.0indirecta
PyPIgriffelib2.0.2indirecta
PyPIgrpcio1.76.0indirecta
PyPIh110.16.0indirecta
PyPIh24.3.0indirecta
PyPIhpack4.1.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttptools0.7.1indirecta
PyPIhttpx0.28.1indirecta
PyPIhttpx-sse0.4.3indirecta
PyPIhyperframe6.1.0indirecta
PyPIhyperlight-sandbox0.4.0indirecta
PyPIhyperlight-sandbox-backend-wasm0.4.0indirecta
PyPIhyperlight-sandbox-python-guest0.4.0indirecta
PyPIidentify2.6.15indirecta
PyPIidna3.15indirecta
PyPIimportlib-metadata8.7.0indirecta
PyPIiniconfig2.3.0indirecta
PyPIisodate0.7.2indirecta
PyPIisort8.0.1indirecta
PyPIjaraco-classes3.4.0indirecta
PyPIjaraco-context6.1.2indirecta
PyPIjaraco-functools4.3.0indirecta
PyPIjeepney0.9.0indirecta
PyPIjinja23.1.6indirecta
PyPIjiter0.12.0indirecta
PyPIjmespath1.0.1indirecta
PyPIjoblib1.5.3indirecta
PyPIjoserfc1.7.0indirecta
PyPIjsonpatch1.33indirecta
PyPIjsonpath-ng1.7.0indirecta
PyPIjsonpointer3.0.0indirecta
PyPIjsonref1.1.0indirecta
PyPIjsonschema4.25.1indirecta
PyPIjsonschema-path0.4.0b1indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPIkeyring25.7.0indirecta
PyPIlangchain—indirecta
PyPIlangchain1.3.14indirecta
PyPIlangchain-aws—indirecta
PyPIlangchain-aws1.6.2indirecta
PyPIlangchain-core1.4.9indirecta
PyPIlangchain-mcp-adapters—indirecta
PyPIlangchain-mcp-adapters0.3.0indirecta
PyPIlangchain-protocol0.0.18indirecta
PyPIlanggraph1.2.6indirecta
PyPIlanggraph-checkpoint4.1.1indirecta
PyPIlanggraph-prebuilt1.1.0indirecta
PyPIlanggraph-sdk0.4.2indirecta
PyPIlangsmith0.8.18indirecta
PyPIlibrt0.13.0indirecta
PyPIllama-index—indirecta
PyPIllama-index0.14.23indirecta
PyPIllama-index-core0.14.23indirecta
PyPIllama-index-embeddings-openai0.6.0indirecta
PyPIllama-index-instrumentation0.5.0indirecta
PyPIllama-index-llms-openai—indirecta
PyPIllama-index-llms-openai0.7.9indirecta
PyPIllama-index-tools-mcp—indirecta
PyPIllama-index-tools-mcp0.4.8indirecta
PyPIllama-index-workflows2.20.0indirecta
PyPImarkdown-it-py4.0.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImarshmallow3.26.2indirecta
PyPImcp1.28.1indirecta
PyPImcp-client-example-agent-framework0.1.0indirecta
PyPImcp-client-example-langchain0.1.0indirecta
PyPImcp-client-example-llamaindex0.1.0indirecta
PyPImcp-client-example-strands-agents0.1.0indirecta
PyPImcp-proxy-for-aws—indirecta
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PyPIpackaging26.1indirecta
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PyPIpytest-cov7.1.0indirecta
PyPIpytest-mock3.15.1indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-dotenv—indirecta
PyPIpython-dotenv1.2.2indirecta
PyPIpython-multipart0.0.31indirecta
PyPIpython-ulid3.1.0indirecta
PyPIpythonnet3.0.5indirecta
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PyPIpytz2025.2indirecta
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PyPIstarlette1.3.1indirecta
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Avisos de dependencias 2

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 288 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 2 tienen avisos conocidos, de los cuales 0 son directas. 12 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
pyasn10.6.3indirectaalta20.6.4
setuptools80.9.0indirectamoderada283.0.0

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
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        {
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          "body": "Bumps [nltk](https://github.com/nltk/nltk) from 3.9.4 to 3.10.0.\n- [Release notes](https://github.com/nltk/nltk/releases)\n- [Changelog](https://github.com/nltk/nltk/blob/develop/ChangeLog)\n- [Commits](https://github.com/nltk/nltk/compare/3.9.4...v3.10.0)\n\n---\nupdated-dependencies:\n- dependency-name:\n[…]\ntk\n  dependency-version: 3.10.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "…rectory with 8 updates (#353)\n\n* chore(deps): update uv: bump the uv-version-updates group across 1 directory with 8 updates\n\nBumps the uv-version-updates group with 8 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [fastmcp](https://github.com/PrefectHQ/fastmcp) | `3.4.2\n[…]\ns\n\n---------\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <awouters@amazon.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
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        {
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          "body": "* fix: enforce read-only mode on tools/call requests\n\n* fix: check tool annotations directly on call instead of caching\n\n* test: add unit tests for on_call_tool read-only enforcement",
          "is_bot": false,
          "headline": "fix: enforce read-only mode on tools/call requests (#350)",
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          "author_login": "anasstahr",
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        {
          "oid": "9edf678bbe6dafbbee01f06fdc595e32e7bc486c",
          "body": "* feat: add pip-audit CVE scanning to CI and release workflows\n\n* fix: exclude local project from pip-audit export\n\n* fix: only run pip-audit on PR/push when lockfile changes",
          "is_bot": false,
          "headline": "feat: add pip-audit CVE scanning to CI and release workflows (#331)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-07-01T11:59:40Z",
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        {
          "oid": "f47cfefec537e88d9a17c33f5d618fe24effa8ac",
          "body": "…rectory with 7 updates (#345)\n\nBumps the uv-version-updates group with 7 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.34` | `1.43.36` |\n| [ruff](https://github.com/astral-sh/ruff) | `0.15.18` | `0.15.20` |\n| [pyright](http\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T07:14:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "04a5738239109c36ff50cee0acb125a5db2b3f58",
          "body": "…pdates group with 2 updates (#344)\n\nBumps the github-actions-version-updates group with 2 updates: [actions/setup-python](https://github.com/actions/setup-python) and [aws-actions/configure-aws-credentials](https://github.com/aws-actions/configure-aws-credentials).\n\n\nUpdates `actions/setup-python` \n[…]\ner-patch\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
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          "headline": "bump: version 1.6.2 → 1.6.3 (#341)",
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          "committed_at": "2026-06-26T14:15:23Z",
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        {
          "oid": "e3b57966a64d47542aaafd565f12d33755ac00ef",
          "body": "Bumps [virtualenv](https://github.com/pypa/virtualenv) from 20.35.4 to 20.36.1.\n- [Release notes](https://github.com/pypa/virtualenv/releases)\n- [Changelog](https://github.com/pypa/virtualenv/blob/main/docs/changelog.rst)\n- [Commits](https://github.com/pypa/virtualenv/compare/20.35.4...20.36.1)\n\n---\n[…]\nv\n  dependency-version: 20.36.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump virtualenv from 20.35.4 to 20.36.1 (#340)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:56:23Z",
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        {
          "oid": "23ba8522a8bca975d5255860d0a4f014aee1b758",
          "body": "Bumps [marshmallow](https://github.com/marshmallow-code/marshmallow) from 3.26.1 to 3.26.2.\n- [Changelog](https://github.com/marshmallow-code/marshmallow/blob/dev/CHANGELOG.rst)\n- [Commits](https://github.com/marshmallow-code/marshmallow/compare/3.26.1...3.26.2)\n\n---\nupdated-dependencies:\n- dependen\n[…]\now\n  dependency-version: 3.26.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump marshmallow from 3.26.1 to 3.26.2 (#339)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:56:20Z",
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          "is_coding_agent": false
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        {
          "oid": "950a21b8fef18508f6adc20030844b076482b52e",
          "body": "Bumps [filelock](https://github.com/tox-dev/py-filelock) from 3.20.0 to 3.20.3.\n- [Release notes](https://github.com/tox-dev/py-filelock/releases)\n- [Changelog](https://github.com/tox-dev/filelock/blob/main/docs/changelog.rst)\n- [Commits](https://github.com/tox-dev/py-filelock/compare/3.20.0...3.20.\n[…]\nck\n  dependency-version: 3.20.3\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump filelock from 3.20.0 to 3.20.3 (#338)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:44:48Z",
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        {
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          "body": "… (#337)\n\nBumps [langgraph-checkpoint](https://github.com/langchain-ai/langgraph) from 4.1.0 to 4.1.1.\n- [Release notes](https://github.com/langchain-ai/langgraph/releases)\n- [Commits](https://github.com/langchain-ai/langgraph/compare/checkpoint==4.1.0...checkpoint==4.1.1)\n\n---\nupdated-dependencies:\n[…]\nint\n  dependency-version: 4.1.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump langgraph-checkpoint from 4.1.0 to 4.1.1…",
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        {
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          "body": "* fix: set user agent on every request\n\n* update tests\n\n* reduce comments",
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          "headline": "fix: set user agent on every request explicitly (#334)",
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        {
          "oid": "d792b801db3e11fb362f5ee353df5f26e274a024",
          "body": "Bumps [pyasn1](https://github.com/pyasn1/pyasn1) from 0.6.1 to 0.6.3.\n- [Release notes](https://github.com/pyasn1/pyasn1/releases)\n- [Changelog](https://github.com/pyasn1/pyasn1/blob/main/CHANGES.rst)\n- [Commits](https://github.com/pyasn1/pyasn1/compare/v0.6.1...v0.6.3)\n\n---\nupdated-dependencies:\n- \n[…]\nsn1\n  dependency-version: 0.6.3\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pyasn1 from 0.6.1 to 0.6.3 (#336)",
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          "committed_at": "2026-06-26T12:37:19Z",
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        {
          "oid": "124ffb23c3a01938f208dcf5f134d0aaa630d9c6",
          "body": "Bumps [orjson](https://github.com/ijl/orjson) from 3.11.5 to 3.11.6.\n- [Release notes](https://github.com/ijl/orjson/releases)\n- [Changelog](https://github.com/ijl/orjson/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/ijl/orjson/compare/3.11.5...3.11.6)\n\n---\nupdated-dependencies:\n- depende\n[…]\non\n  dependency-version: 3.11.6\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump orjson from 3.11.5 to 3.11.6 (#335)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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        {
          "oid": "0cb04702785fba1b00ab3e2915860fa2a8358242",
          "body": "Bumps [azure-core](https://github.com/Azure/azure-sdk-for-python) from 1.37.0 to 1.38.0.\n- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)\n- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-core_1.37.0...azure-core_1.38.0)\n\n---\nupdated-dependencies:\n- dep\n[…]\nre\n  dependency-version: 1.38.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump azure-core from 1.37.0 to 1.38.0 (#333)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-26T12:32:58Z",
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        {
          "oid": "184ef2594d9a1f030aa064ee00bd00a520fffcc8",
          "body": "Bumps the github-actions-version-updates group with 1 update: [actions/checkout](https://github.com/actions/checkout).\n\n\nUpdates `actions/checkout` from 6.0.3 to 7.0.0\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELO\n[…]\ner-major\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump actions/checkout (#327)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-25T08:10:47Z",
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        },
        {
          "oid": "9c578592c35c078cf7c2298ee41d3868eb34f257",
          "body": "…(#329)\n\nBumps [pydantic-settings](https://github.com/pydantic/pydantic-settings) from 2.12.0 to 2.14.2.\n- [Release notes](https://github.com/pydantic/pydantic-settings/releases)\n- [Commits](https://github.com/pydantic/pydantic-settings/compare/v2.12.0...v2.14.2)\n\n---\nupdated-dependencies:\n- depende\n[…]\ngs\n  dependency-version: 2.14.2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pydantic-settings from 2.12.0 to 2.14.2 …",
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          "committed_at": "2026-06-25T07:58:55Z",
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        {
          "oid": "532f349f8744ce1fabb7721aebbe5470e61b678c",
          "body": "Bumps [langsmith](https://github.com/langchain-ai/langsmith-sdk) from 0.8.0 to 0.8.18.\n- [Release notes](https://github.com/langchain-ai/langsmith-sdk/releases)\n- [Commits](https://github.com/langchain-ai/langsmith-sdk/compare/v0.8.0...v0.8.18)\n\n---\nupdated-dependencies:\n- dependency-name: langsmith\n  dependency-version: 0.8.18\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump langsmith from 0.8.0 to 0.8.18 (#330)",
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        {
          "oid": "e0b4eb6b712f1cc1a9fcfafceb42f9152bbfa4fe",
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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          "headline": "bump: version 1.6.1 → 1.6.2 (#326)",
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          "author_login": "arnewouters",
          "committed_at": "2026-06-19T12:24:06Z",
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          "body": "* fix: patch default assume role session name\n\n* fix: add unit tests and timestamp in the default session name\n\n* fix: pyright error\n\n* fix set _using_default_session_name to false",
          "is_bot": false,
          "headline": "fix: assume role credentials (#325)",
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          "author_login": "arnewouters",
          "committed_at": "2026-06-19T12:10:31Z",
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        {
          "oid": "eaa8adafb4bf66f58c2c3c02fbad5f3a3f8f7a8f",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump aiohttp from 3.14.0 to 3.14.1 (#319)",
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          "committed_at": "2026-06-16T06:24:25Z",
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        {
          "oid": "671c565ca8516ee4d342fc2294efd287faf319f2",
          "body": "Bumps [cryptography](https://github.com/pyca/cryptography) from 46.0.7 to 48.0.1.\n- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)\n- [Commits](https://github.com/pyca/cryptography/compare/46.0.7...48.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: cryptography\n  dependency-version: 48.0.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump cryptography from 46.0.7 to 48.0.1 (#317)",
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          "author_login": "dependabot[bot]",
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump python-multipart from 0.0.27 to 0.0.31 (…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:22:56Z",
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        {
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          "body": "Bumps [starlette](https://github.com/Kludex/starlette) from 1.2.1 to 1.3.1.\n- [Release notes](https://github.com/Kludex/starlette/releases)\n- [Changelog](https://github.com/Kludex/starlette/blob/main/docs/release-notes.md)\n- [Commits](https://github.com/Kludex/starlette/compare/1.2.1...1.3.1)\n\n---\nu\n[…]\ntte\n  dependency-version: 1.3.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump starlette from 1.2.1 to 1.3.1 (#318)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:21:46Z",
          "body_truncated": true,
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        },
        {
          "oid": "ea594264be8125d910e3f3f7fba33f46b6df128f",
          "body": "Bumps [pyjwt](https://github.com/jpadilla/pyjwt) from 2.10.1 to 2.13.0.\n- [Release notes](https://github.com/jpadilla/pyjwt/releases)\n- [Changelog](https://github.com/jpadilla/pyjwt/blob/master/CHANGELOG.rst)\n- [Commits](https://github.com/jpadilla/pyjwt/compare/2.10.1...2.13.0)\n\n---\nupdated-depende\n[…]\nwt\n  dependency-version: 2.13.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pyjwt from 2.10.1 to 2.13.0 (#315)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-16T06:11:26Z",
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        {
          "oid": "06d2e7e85ac2194bb30ec7c89e3eaa6e7ff28fb4",
          "body": "…rectory with 9 updates (#314)\n\nBumps the uv-version-updates group with 8 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.24` | `1.43.29` |\n| [ruff](https://github.com/astral-sh/ruff) | `0.15.16` | `0.15.17` |\n| [pytest](https\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-15T08:23:40Z",
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        {
          "oid": "e0d305989622eba2e66209a93454ff2b471c1b57",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.6.1 (#312)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-06-12T14:21:29Z",
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        {
          "oid": "2a2f79a83a384daaf3f154c593a99662b79067f8",
          "body": "… (#301)\n\n* feat(client): add metadata parameter to aws_iam_streamablehttp_client\n\nAdd optional metadata dict parameter that injects key-value pairs into\nthe MCP _meta field on every request via the existing\n_inject_metadata_hook. This enables passing additional context to the\nserver that cannot be \n[…]\ns #300\n\n* style: fix ruff formatting issues\n\nWrap long line in client.py and add missing blank line in test_client.py\nto satisfy ruff-format.\n\n---------\n\nCo-authored-by: anasstahr <anatahr@amazon.com>",
          "is_bot": false,
          "headline": "feat(client): add metadata parameter to aws_iam_streamablehttp_client…",
          "author_name": "Luke Plewa",
          "author_login": "lukeplewa",
          "committed_at": "2026-06-10T16:19:02Z",
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        },
        {
          "oid": "327106cba3953c6edd13c8bf347eedf53f8ee623",
          "body": "…ctices (#311)\n\nCo-authored-by: Claudiu Popa <clpo@amazon.com>",
          "is_bot": false,
          "headline": "Pin the version of the MCP Proxy for AWS to respect best security pra…",
          "author_name": "Claudiu Popa",
          "author_login": "PCManticore",
          "committed_at": "2026-06-08T16:21:20Z",
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        },
        {
          "oid": "c61ef29a3f11b6392eb4e1bd0603d70652f9a040",
          "body": "Updates the requirements on [fastmcp](https://github.com/PrefectHQ/fastmcp) to permit the latest version.\n\nUpdates `fastmcp` to 3.4.2\n- [Release notes](https://github.com/PrefectHQ/fastmcp/releases)\n- [Changelog](https://github.com/PrefectHQ/fastmcp/blob/main/docs/changelog.mdx)\n- [Commits](https://\n[…]\nirect:production\n  dependency-group: python-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update pip: update fastmcp requirement (#308)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-08T07:56:18Z",
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        {
          "oid": "d900d314cf482e0ed88b0c8ed6aabf5e6d5a37a3",
          "body": "…pdates group with 2 updates (#309)\n\nBumps the github-actions-version-updates group with 2 updates: [actions/checkout](https://github.com/actions/checkout) and [aws-actions/configure-aws-credentials](https://github.com/aws-actions/configure-aws-credentials).\n\n\nUpdates `actions/checkout` from 6.0.2 t\n[…]\ner-minor\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-08T07:56:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dd5b13445fb24eb6c06b38828e88b1e4e75cdecc",
          "body": "…rectory with 5 updates (#310)\n\nBumps the uv-version-updates group with 5 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [fastmcp](https://github.com/PrefectHQ/fastmcp) | `3.3.1` | `3.4.2` |\n| [boto3](https://github.com/boto/boto3) | `1.43.19` | `1.43.24` |\n| [ruff](https\n[…]\n-update:semver-patch\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-08T07:56:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac093f0f8e8c223a6b584d82d8d61e7a7f3a02fa",
          "body": "---\nupdated-dependencies:\n- dependency-name: aiohttp\n  dependency-version: 3.14.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump aiohttp from 3.13.4 to 3.14.0 (#303)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-04T08:21:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bcc27cadb35d0a5f291981eff75e4b892d292d3",
          "body": "* Add stale issue/PR workflow\n\nAutomatically mark issues stale after 60 days and close after 14 more.\nPRs are marked stale after 14 days and closed after 7 more.\nMirrors the configuration from aws/agent-toolkit-for-aws.\n\n* Exempt feature requests from stale bot\n\nIssues labeled feature-request or enhancement will not be\nmarked stale or auto-closed.",
          "is_bot": false,
          "headline": "Add stale issue/PR workflow (#302)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-06-03T17:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6da7350cbde48a734bf4110dd75ac38e3120c240",
          "body": "…rectory with 10 updates (#298)\n\nBumps the uv-version-updates group with 9 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.14` | `1.43.19` |\n| [commitizen](https://github.com/commitizen-tools/commitizen) | `4.16.2` | `4.16.3` \n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-02T03:42:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d3eaa623bf5516a568df15c999e91ac4a03d2c7",
          "body": "…edentials (#297)\n\nBumps the github-actions-version-updates group with 1 update: [aws-actions/configure-aws-credentials](https://github.com/aws-actions/configure-aws-credentials).\n\n\nUpdates `aws-actions/configure-aws-credentials` from 6.1.1 to 6.1.3\n- [Release notes](https://github.com/aws-actions/c\n[…]\ner-patch\n  dependency-group: github-actions-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump aws-actions/configure-aws-cr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-02T03:41:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "90e2cfd06e1275dad2a2dbe0901e323aa9dde8fe",
          "body": null,
          "is_bot": false,
          "headline": "bump: version 1.5.0 → 1.6.0 (#296)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-29T13:01:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c01118bb486e3cb7d45b8d2a97c5a433e0c92749",
          "body": "* fix: always read fresh credentials from disk on every request\n\n* docs: update README and CHANGELOG for fresh credentials behavior\n\n* refactor: remove SessionHolder class, pass profile directly to hooks",
          "is_bot": false,
          "headline": "fix: always read fresh credentials from disk on every request (#294)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-29T12:46:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "925cb6342d16d081c83a03b3e4d45e1ff3221174",
          "body": "* feat(auth): add per-call AWS profile override middleware\n\nAdds ProfileOverrideMiddleware that enables per-call AWS profile switching\nvia an aws_profile tool parameter on auth-requiring tools (call_aws,\nrun_script, get_presigned_url, get_tasks).\n\nConfiguration:\n- --profile accepts multiple values (\n[…]\ncs: clarify --profile fallback behavior in config table\n\n---------\n\nCo-authored-by: Krishma Kochhar <kochhk@amazon.com>\nCo-authored-by: Roman Shevchuk <51510790+rshevchuk-git@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(auth): add per-call AWS profile override middleware (#266)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-29T10:02:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4ffd565c787eb09a67670bc1cb4b31e23d3e4443",
          "body": "…de (#293)\n\n* fix: prevent credential_process hang on Windows in stdio transport mode\n\nMonkey-patch botocore's ProcessProvider to pass stdin=subprocess.DEVNULL\nwhen spawning credential_process subprocesses. Without this, the child\ninherits the MCP JSON-RPC pipe as stdin, causing Popen.communicate() \n[…]\nlicate botocore's credential\nparsing logic.\n\n* chore: trigger PR sync\n\n* fix: suppress pyright type error for mock popen argument\n\n* test: simplify credential_process stdin tests to focus on the patch",
          "is_bot": false,
          "headline": "fix: prevent credential_process hang on Windows in stdio transport mo…",
          "author_name": "Roman Shevchuk",
          "author_login": "rshevchuk-git",
          "committed_at": "2026-05-29T08:22:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9da6e4159bb1e53fa7855bc4414447c3f2ac8c1e",
          "body": "…pdates group with 2 updates (#291)\n\nBumps the github-actions-version-updates group with 2 updates: [docker/setup-buildx-action](https://github.com/docker/setup-buildx-action) and [docker/build-push-action](https://github.com/docker/build-push-action).\n\n\nUpdates `docker/setup-buildx-action` from 4.0\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-26T06:05:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b5531e28e2331a26e45c7b8c06fc4f3bc0ee5b84",
          "body": "…rectory with 7 updates (#292)\n\nBumps the uv-version-updates group with 6 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.9` | `1.43.14` |\n| [black](https://github.com/psf/black) | `26.5.0` | `26.5.1` |\n| [ruff](https://github\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-26T05:45:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4777b65fd4e5cc977b5293a8d0042f52110d9e8c",
          "body": null,
          "is_bot": false,
          "headline": "bump: version 1.4.2 → 1.5.0 (#290)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-22T11:36:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53ff8ceef016c5072c0c38ae54604d8c3bd2f50a",
          "body": null,
          "is_bot": false,
          "headline": "docs: add --skip-auth flag documentation (#289)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-22T11:24:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e44d76141c4f3119dd4acc2f84d5a5c30b4878a4",
          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump idna from 3.11 to 3.15 (#285)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-22T10:29:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cba049ce029d97fd3b0c5ced009b883864c61281",
          "body": "* feat: allow unsigned requests when AWS credentials are unavailable\n\n* feat: add --skip-auth flag to opt-in to unsigned requests\n\n* docs: add --skip-auth to changelog\n\n---------\n\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add --skip-auth flag to opt-in to unsigned requests (#260)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
          "committed_at": "2026-05-21T07:41:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b59ac1d240a13be8483f86d5ec7042ce597586e3",
          "body": "Updates the requirements on [fastmcp](https://github.com/PrefectHQ/fastmcp) to permit the latest version.\n\nUpdates `fastmcp` to 3.3.1\n- [Release notes](https://github.com/PrefectHQ/fastmcp/releases)\n- [Changelog](https://github.com/PrefectHQ/fastmcp/blob/main/docs/changelog.mdx)\n- [Commits](https://\n[…]\nsion-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: anasstahr <anatahr@amazon.com>",
          "is_bot": true,
          "headline": "chore(deps): update pip: update fastmcp requirement (#283)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T12:12:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dd38749cbe559ce64e3157809ea38b602eb9410e",
          "body": "…rectory with 11 updates (#284)\n\nBumps the uv-version-updates group with 11 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [fastmcp](https://github.com/PrefectHQ/fastmcp) | `3.2.4` | `3.3.1` |\n| [boto3](https://github.com/boto/boto3) | `1.43.6` | `1.43.9` |\n| [black](http\n[…]\n-update:semver-minor\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T12:07:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "75d5e43cade82b7fcc5ed0f15f55afc109d95148",
          "body": "Bumps [authlib](https://github.com/authlib/authlib) from 1.6.11 to 1.6.12.\n- [Release notes](https://github.com/authlib/authlib/releases)\n- [Changelog](https://github.com/authlib/authlib/blob/1.6.12/docs/changelog.rst)\n- [Commits](https://github.com/authlib/authlib/compare/v1.6.11...1.6.12)\n\n---\nupd\n[…]\nib\n  dependency-version: 1.6.12\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump authlib from 1.6.11 to 1.6.12 (#280)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T12:00:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f2a9d0f7cf0b654b4223462964d4c6f3fcdc4f02",
          "body": "Bumps [langsmith](https://github.com/langchain-ai/langsmith-sdk) from 0.7.31 to 0.8.0.\n- [Release notes](https://github.com/langchain-ai/langsmith-sdk/releases)\n- [Commits](https://github.com/langchain-ai/langsmith-sdk/compare/v0.7.31...v0.8.0)\n\n---\nupdated-dependencies:\n- dependency-name: langsmith\n  dependency-version: 0.8.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump langsmith from 0.7.31 to 0.8.0 (#281)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T11:56:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e05f556f01b60093f6f65e6d174df456424e9e47",
          "body": "Bumps [urllib3](https://github.com/urllib3/urllib3) from 2.6.2 to 2.7.0.\n- [Release notes](https://github.com/urllib3/urllib3/releases)\n- [Changelog](https://github.com/urllib3/urllib3/blob/main/CHANGES.rst)\n- [Commits](https://github.com/urllib3/urllib3/compare/2.6.2...2.7.0)\n\n---\nupdated-dependenc\n[…]\nib3\n  dependency-version: 2.7.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump urllib3 from 2.6.2 to 2.7.0 (#279)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-18T09:41:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "690599e2cac1e98ba8633790db785d08d4873027",
          "body": "…rectory with 11 updates (#277)\n\n* chore(deps): update uv: bump the uv-version-updates group across 1 directory with 11 updates\n\nBumps the uv-version-updates group with 10 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [boto3](https://github.com/boto/boto3) | `1.43.2` | `\n[…]\ns\n\n---------\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <awouters@amazon.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-11T13:03:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7f805c56f49324e18fdb8e544cd69f995b104b8f",
          "body": "…edentials (#276)\n\nBumps the github-actions-version-updates group with 1 update: [aws-actions/configure-aws-credentials](https://github.com/aws-actions/configure-aws-credentials).\n\n\nUpdates `aws-actions/configure-aws-credentials` from 6.1.0 to 6.1.1\n- [Release notes](https://github.com/aws-actions/c\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump aws-actions/configure-aws-cr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-11T12:30:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0f7027c1b7da7d2ff6ef7f0575a451fc6fffac8d",
          "body": "Bumps [mem0ai](https://github.com/mem0ai/mem0) from 1.0.1 to 2.0.0b2.\n- [Release notes](https://github.com/mem0ai/mem0/releases)\n- [Commits](https://github.com/mem0ai/mem0/compare/openclaw-v1.0.1...v2.0.0b2)\n\n---\nupdated-dependencies:\n- dependency-name: mem0ai\n  dependency-version: 2.0.0b2\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump mem0ai from 1.0.1 to 2.0.0b2 (#272)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-11T12:28:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d50e35c7b7366f26849660d1ca06b7aa42f81be4",
          "body": "…#271)\n\nBumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.26 to 0.0.27.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-mul\n[…]\nrt\n  dependency-version: 0.0.27\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump python-multipart from 0.0.26 to 0.0.27 (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-11T12:15:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0730f2c582729e70041dfdd23675728ea661aa19",
          "body": "Bumps [banks](https://github.com/masci/banks) from 2.2.0 to 2.4.2.\n- [Release notes](https://github.com/masci/banks/releases)\n- [Commits](https://github.com/masci/banks/compare/v2.2.0...v2.4.2)\n\n---\nupdated-dependencies:\n- dependency-name: banks\n  dependency-version: 2.4.2\n  dependency-type: indirec\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
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          "headline": "chore(deps): update uv: bump banks from 2.2.0 to 2.4.2 (#273)",
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          "headline": "test: rename retrieve_agent_sop to retrieve_skill (#269)",
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          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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          "headline": "fix: pass-through server capbilities (#264)",
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          "headline": "fix: catch HTTPStatusError during force disconnect retry (#262)",
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          "headline": "chore(deps): update uv: bump protobuf from 5.29.5 to 5.29.6 (#261)",
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          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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          "headline": "chore(deps): update uv: bump python-dotenv from 1.2.1 to 1.2.2 (#258)",
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          "is_bot": true,
          "headline": "chore(deps): update uv: bump authlib from 1.6.9 to 1.6.11 (#255)",
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          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.10.1 to 6.10.2.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.10.1...6.10.2)\n\n---\nupdated-dependencies:\n- de\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
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          "headline": "chore(deps): update uv: bump pypdf from 6.10.1 to 6.10.2 (#254)",
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          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
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          "oid": "c18d000967526be20573675fb726b31afd4fe14e",
          "body": "…rectory with 2 updates (#257)\n\nBumps the uv-version-updates group with 2 updates in the / directory: [boto3](https://github.com/boto/boto3) and [ruff](https://github.com/astral-sh/ruff).\n\n\nUpdates `boto3` from 1.42.89 to 1.42.91\n- [Release notes](https://github.com/boto/boto3/releases)\n- [Commits](\n[…]\n-update:semver-patch\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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          "headline": "fix: remove incorrect us-east-1 default from --region docs (#253)",
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          "is_bot": true,
          "headline": "chore(deps): update github-actions: bump the github-actions-version-u…",
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          "headline": "chore(deps): update uv: bump authlib from 1.6.6 to 1.6.9 (#252)",
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          "body": "Bumps [langsmith](https://github.com/langchain-ai/langsmith-sdk) from 0.4.59 to 0.7.31.\n- [Release notes](https://github.com/langchain-ai/langsmith-sdk/releases)\n- [Commits](https://github.com/langchain-ai/langsmith-sdk/compare/v0.4.59...v0.7.31)\n\n---\nupdated-dependencies:\n- dependency-name: langsmith\n  dependency-version: 0.7.31\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps): update uv: bump langsmith from 0.4.59 to 0.7.31 (#251)",
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          "body": "…#250)\n\nBumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.20 to 0.0.26.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-m\n[…]\npe: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: anasstahr <anatahr@amazon.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump python-multipart from 0.0.20 to 0.0.26 (…",
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        {
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          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.10.0 to 6.10.1.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.10.0...6.10.1)\n\n---\nupdated-dependencies:\n- de\n[…]\ndf\n  dependency-version: 6.10.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps): update uv: bump pypdf from 6.10.0 to 6.10.1 (#249)",
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          "headline": "chore: bump version to 1.4.0 (#248)",
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        {
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          "headline": "fix: increase test timeout for integration tests (#165)",
          "author_name": "Bernadett Bakos",
          "author_login": "detti456",
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        {
          "oid": "a6ea73f1304a6d6b0c11f1a79243fbd47ae8ed9a",
          "body": "* chore: switch from dependabot to renovate for single weekly PR\n\n* fix: format renovate.json for pre-commit hook\n\n* chore: add renovate workflow, remove dependabot auto-merge\n\n* chore: remove redundant schedule from config, drop issues permission\n\n* chore: revert to dependabot, schedule all ecosystems Monday 7am UTC",
          "is_bot": false,
          "headline": "chore: schedule dependabot PRs at 7 AM monday (#246)",
          "author_name": "anasstahr",
          "author_login": "anasstahr",
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          "oid": "3ff098ff6c5cd5a0b55b9475a84cb0e0a96caa69",
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          "headline": "fix: disable SBOM upload to immutable GitHub release (#247)",
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        {
          "oid": "f2ea7ba689bc1d235e4be6073edfc528dd238d4e",
          "body": "…rectory with 5 updates (#243)\n\nBumps the uv-version-updates group with 5 updates in the / directory:\n\n| Package | From | To |\n| --- | --- | --- |\n| [fastmcp](https://github.com/PrefectHQ/fastmcp) | `3.2.0` | `3.2.3` |\n| [boto3](https://github.com/boto/boto3) | `1.42.84` | `1.42.88` |\n| [mypy](https\n[…]\n-update:semver-patch\n  dependency-group: uv-version-updates\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump the uv-version-updates group across 1 di…",
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        {
          "oid": "3c0c2bb3a094f9853ad78684df0833ba03f14746",
          "body": "Bumps [pypdf](https://github.com/py-pdf/pypdf) from 6.9.2 to 6.10.0.\n- [Release notes](https://github.com/py-pdf/pypdf/releases)\n- [Changelog](https://github.com/py-pdf/pypdf/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/py-pdf/pypdf/compare/6.9.2...6.10.0)\n\n---\nupdated-dependencies:\n- depe\n[…]\ndf\n  dependency-version: 6.10.0\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): update uv: bump pypdf from 6.9.2 to 6.10.0 (#240)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-15T13:39:40Z",
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        {
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          "body": "Bumps [pillow](https://github.com/python-pillow/Pillow) from 12.0.0 to 12.2.0.\n- [Release notes](https://github.com/python-pillow/Pillow/releases)\n- [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst)\n- [Commits](https://github.com/python-pillow/Pillow/compare/12.0.0...12.2.0)\n[…]\ny: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Arne Wouters <25950814+arnewouters@users.noreply.github.com>",
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          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/100231663?v=4"
        },
        {
          "type": "User",
          "login": "vtols",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/1188278?v=4"
        },
        {
          "type": "User",
          "login": "awsjjzhou",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/233749958?v=4"
        }
      ],
      "contributors_sampled": 19,
      "top_contributor_share": 0.199
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "bandit.yml",
        "dependabot-auto-merge.yml",
        "ecr-publish-on-release.yml",
        "pip-audit.yml",
        "pypi-publish-on-release.yml",
        "python-integ.yml",
        "python.yml",
        "scheduled-integ-tests.yml",
        "stale.yml",
        "test-pypi-publish.yml"
      ],
      "has_docs_dir": false,
      "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": 8,
            "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": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 2 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": 8,
            "reason": "dependency not pinned by hash detected -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 10,
            "reason": "SAST tool is run on all commits",
            "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": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 7,
            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "c5efec941da5ab48d04e658454265cc5c58c69cc",
        "ran_at": "2026-07-21T21:03:32Z",
        "aggregate_score": 7.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/aws/mcp-proxy-for-aws",
    "host": "github.com",
    "name": "mcp-proxy-for-aws",
    "owner": "aws"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 83,
      "inputs": {
        "security": 82,
        "vitality": 94,
        "community": 81,
        "governance": 80,
        "engineering": 76
      },
      "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": 90,
            "inputs": {
              "commits_last_year": 262,
              "human_commit_share": 0.39,
              "days_since_last_push": 0,
              "active_weeks_last_year": 37
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "push_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "37/52 weeks with commits",
                "points": 25.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 37
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "262 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 262
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 2 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": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "releases_count": 18,
              "latest_release_tag": "v1.6.4",
              "releases_from_tags": false,
              "days_since_latest_release": 1,
              "mean_days_between_releases": 11.2
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "18 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 18
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~11.2 days",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "release_cadence",
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 1 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 1
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                  }
                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 81,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "forks": 55,
              "stars": 327,
              "watchers": 8,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "327 stars",
                "points": 40.8,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 327
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "55 forks",
                "points": 14.4,
                "status": "partial",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 55
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "8 watchers",
                "points": 4.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 8
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                  }
                ],
                "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"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2038100
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,038,100 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2038100,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 80,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 19,
              "top_contributor_share": 0.199
            },
            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 20% of commits",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 20
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "19 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
                    "params": {
                      "count": 19
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "merged_prs": 260,
              "open_issues": 9,
              "closed_issues": 21,
              "issue_closed_ratio": 0.7,
              "closed_unmerged_prs": 72
            },
            "components": [
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "70% of issues closed",
                "points": 32.7,
                "status": "partial",
                "details": [
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                    "code": "issues_closed_share",
                    "params": {
                      "share": 70
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "260/332 decided PRs merged",
                "points": 30,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 260,
                      "decided": 332
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                  }
                ],
                "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": 16125,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "aws",
              "public_repos": 552,
              "account_age_days": 5075
            },
            "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": "16,125 followers of aws",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 16125,
                      "login": "aws"
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                  }
                ],
                "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
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "components": [
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                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
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                    "code": "packages_published",
                    "params": {
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                      "ecosystems": "pypi"
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                ],
                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
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                ],
                "max_points": 35
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              {
                "key": "version_history",
                "name": "Version history",
                "detail": "20 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
                    "params": {
                      "count": 20
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                "max_points": 20
              },
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                "key": "not_deprecated",
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                "points": 20,
                "status": "met",
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                    "code": "package_not_deprecated",
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                "max_points": 20
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          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
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                "max_points": 24
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              {
                "key": "tests_present",
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                "points": 24,
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                "max_points": 24
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              {
                "key": "linter_config",
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                "points": 16,
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                "key": "openssf_scorecard_ci_tests",
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          },
          {
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            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
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                "mcp",
                "proxy",
                "sigv4"
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              "has_wiki": false,
              "homepage": null,
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            },
            "components": [
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                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
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                "points": 0,
                "status": "missed",
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              {
                "key": "documentation_homepage_site",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
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                "points": 10,
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                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
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                "max_points": 10
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        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
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            "value": 78,
            "inputs": {
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            "components": [
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                "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": 6,
                "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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
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                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 2 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 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "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 288 resolved dependencies against OSV; 12 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). 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": {
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              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 288
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                "code": "advisories_unassessed",
                "params": {
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              },
              {
                "code": "advisories_repo_graph_caveat",
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              },
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                "code": "advisories_reachability",
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              }
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            "value": 100,
            "inputs": {
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              "assessed_packages": 288,
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            "components": [
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                "points": 0,
                "status": "excluded",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "packages": [],
              "red_flag": false,
              "assessed_packages": 288,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
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                "key": "no_dependency_reported_as_a_malicious_package",
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                "status": "met",
                "details": [
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                    "code": "no_malicious_dependencies",
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                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "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": {
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              "red_flag": false,
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                "Iran",
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              "review_only_matches": 0,
              "assessed_self_published_locations": 5
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                "name": "Policy exposure multiplier",
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                "points": 100,
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        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
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        "key": "ai_readiness",
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        "name": "AI Readiness",
        "value": 53,
        "weight": 0,
        "metrics": [
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            "components": [
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                "key": "reproducible_environment",
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                "points": 10,
                "status": "met",
                "details": [
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                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
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                      "sampled": 100
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "61 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
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                    "code": "dependency_bot_commits",
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                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 8",
                "points": 8,
                "status": "partial",
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          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
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              "largest_source_bytes": 41177,
              "source_files_sampled": 46,
              "oversized_source_files": 0
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            "components": [
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                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
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                "key": "manageable_file_sizes",
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                "points": 55,
                "status": "met",
                "details": [
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                      "sampled": 46,
                      "oversized": 0
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                "max_points": 55
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          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
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              "has_mcp_signal": true,
              "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",
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                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
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                "points": 40,
                "status": "met",
                "details": [
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                    "params": {
                      "files": "examples"
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                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "deps.dev does not index pypi:mcp-proxy-for-aws@1.6.4; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:03:56.758741Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/aws/mcp-proxy-for-aws.svg",
  "full_name": "aws/mcp-proxy-for-aws",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.23.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.