Registro público
Informe de salud del softwareesquema 0.17.0 · métricas 1.13.0 · 2026-07-21 03:45 UTC

ag2ai / ag2

AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x

Python · MDXApache-2.0★ 4783 estrellas⑂ 678 forksdesde nov 2024Ver en GitHub ↗

ag2ai/ag2 tiene un índice de salud de 89 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (99/100) y la más baja, Security (78/100). Se actualizó por última vez hace 1 día. 6 personas concentran la mayor parte del trabajo reciente.

89
global / 100
Excelente

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.

89
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

ag2aiOrganización
447 seguidores32 repositorios públicosdesde nov 2024

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIag20.14.0494.40885hace 24 díasag2ag2.aiag2aiagentagenticaiautogen

Métricas por categoría

Vitalidad

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

99Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 1 días
35.3/36Cadencia de commits — 51/52 semanas con commits
18/18Volumen de commits — 672 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year672
human_commit_share
days_since_last_push1
active_weeks_last_year51
Cómo se puntúa
27/27Publica versiones — 76 versiones publicadas
36/36Recencia de las versiones — última versión hace 17 días
27/27Cadencia de publicación — una versión cada ~7,8 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count76
latest_release_tagv1.0.0b0
releases_from_tagsno
days_since_latest_release17
mean_days_between_releases7,8
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?

88Excelente · 18% del índice global
Cómo se puntúa
59.7/60Estrellas — 4783 estrellas
23.6/25Forks — 678 forks
10.3/15Observadores — 72 observadores
Datos de entrada utilizados
forks678
stars4783
watchers72
growth_stateorganic
growth_factor_pct100
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (Apache-2.0)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conductno
has_pull_request_template
Cómo se puntúa
75.9/80Descargas mensuales — 494.408 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesag2
dependents
ecosystemspypi
total_downloads
monthly_downloads494.408
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?

84Bueno · 24% del índice global
Cómo se puntúa
48.6/54Factor bus — la mitad de los commits recae en 6 contribuyente(s)
19.3/22.5Distribución de commits — el principal contribuyente firma el 14% de los commits
13.5/13.5Amplitud de contribuyentes — 100 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations
Datos de entrada utilizados
bus_factor6
contributors_sampled100
top_contributor_share0,142
Cómo se puntúa
46.2/46.8Resolución de issues — 99% de issues cerradas
29.7/38.3Aceptación de PR — 1608/2074 PR decididos fusionados
7.5/15OpenSSF Scorecard: Code-Review — Found 13/24 approved changesets -- score normalized to 5
Datos de entrada utilizados
merged_prs1608
open_issues9
closed_issues848
issue_closed_ratio0,989
closed_unmerged_prs466
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
19.1/25Alcance del propietario — 447 seguidores de ag2ai
14.4/25Trayectoria — 32 repos públicos, cuenta de ~1 años
Datos de entrada utilizados
followers447
owner_typeOrganization
is_verified
owner_loginag2ai
public_repos32
account_age_days616
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 24 días
20/20Historial de versiones — 85 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesag2
ecosystemspypi
any_deprecatedno
min_days_since_publish24

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

92Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 11 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 — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://ag2.ai
10/10Descripción del repositorio
10/10Topics — 16 topics
0/10Wiki
Datos de entrada utilizados
topicsa2a, agent-framework, llm, python, agentic, ai, llms, mcp, multi-agent, multi-agent-system, genai, agentic-ai, ai-agents-framework, aiagents, open-source, ag2
has_wikino
homepagehttps://ag2.ai
has_readme
has_docs_dir
has_description

Seguridad

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

78Bueno · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 29 out of 29 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
3.8/7.5Code-Review — Found 13/24 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 16 contributing companies or organizations
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 14 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
4/5SAST — SAST tool is not run on all commits -- score normalized to 8
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 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_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7,2
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages21
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:ag2@0.14.0 —lo que arrastra la instalación del paquete publicado—: 21 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

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

82Bueno · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md, test/AGENTS.md, test/CLAUDE.md, website/AGENTS.md, website/CLAUDE.md
0/15Documentación legible por máquinas (llms.txt)
0/40Historial de commits legible — sin datos
Datos de entrada utilizados
has_llms_txtno
legible_history_share
agent_instruction_filesAGENTS.md, test/AGENTS.md, test/CLAUDE.md, website/AGENTS.md, website/CLAUDE.md
agent_instruction_max_bytes14.474
Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.
Cómo se puntúa
18/18Arranque con un solo comando — justfile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — ag2/py.typed
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — sin datos
5/8Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesjustfile
has_devcontainerno
has_linter_config
typecheck_configsag2/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes. Los pesos restantes se han renormalizado.
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (ag2/py.typed)
54.9/55Tamaños de archivo manejables — 2/900 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes129.052
source_files_sampled900
oversized_source_files2
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_signal
api_schema_files

Datos clave

4783estrellas de GitHub
100contribuidores
672commits en los últimos 12 meses
1días desde el último push
76versiones publicadas
6factor bus
9issues abiertas
PyPIecosistemas de paquetes

Más detalle

Historial de estrellas y forks 4783 ★ / 0 ⇿
4783Estrellas

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

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

36003800400042004400460048004783192025-112026-032026-07
OpenSSF Scorecard 7.2 / 10
7.2agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-21 03:44 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 13/24 approved changesets -- score normalized to 5
10Contributorsproject has 16 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
8SASTSAST tool is not run on all commits -- score normalized to 8
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Dependencias directas 9
RegistroPaqueteRestricción de versiónManifiesto
PyPItermcolorpyproject.toml
PyPIpython-dotenvpyproject.toml
PyPItiktokenpyproject.toml
PyPIpydantic>=2.6.1,<3pyproject.toml
PyPIpyyaml>=6.0.2pyproject.toml
PyPIpackagingpyproject.toml
PyPIhttpx>=0.28.1,<1pyproject.toml
PyPIanyio>=4.0.0,<5.0.0pyproject.toml
PyPIfast-depends>=3.0.8,<4.0.0pyproject.toml
Todas las dependencias 366

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 14 paquetes directos y 352 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIanyiodirecta
PyPIanyio4.14.1directa
PyPIfast-dependsdirecta
PyPIfast-depends3.0.8directa
PyPIhttpxdirecta
PyPIhttpx0.28.1directa
PyPIpackaging25.0directa
PyPIpydanticdirecta
PyPIpydantic2.13.4directa
PyPIpython-dotenv1.2.2directa
PyPIpyyaml6.0.3directa
PyPItermcolor3.1.0directa
PyPItermcolor3.3.0directa
PyPItiktoken0.13.0directa
PyPIa2a-sdkindirecta
PyPIa2a-sdk1.1.0indirecta
PyPIag-ui-protocolindirecta
PyPIag-ui-protocol0.1.19indirecta
PyPIag21.0.0b0indirecta
PyPIagent-client-protocol0.11.0indirecta
PyPIaiofilesindirecta
PyPIaiofiles24.1.0indirecta
PyPIaiohappyeyeballs2.6.2indirecta
PyPIaiohttp3.14.1indirecta
PyPIaiohttp-retry2.9.1indirecta
PyPIaiologic0.17.0indirecta
PyPIaiosignal1.4.0indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanthropicindirecta
PyPIanthropic0.116.0indirecta
PyPIappnope0.1.4indirecta
PyPIast-serialize0.5.0indirecta
PyPIasttokens3.0.1indirecta
PyPIasync-timeout5.0.1indirecta
PyPIattrs26.1.0indirecta
PyPIazure-cosmosindirecta
PyPIbabel2.18.0indirecta
PyPIbackports-asyncio-runner1.2.0indirecta
PyPIbackrefs5.9indirecta
PyPIbeautifulsoup44.15.0indirecta
PyPIbleach6.4.0indirecta
PyPIboto3indirecta
PyPIboto31.43.40indirecta
PyPIbotocore1.43.46indirecta
PyPIbrotli1.2.0indirecta
PyPIbrotlicffi1.2.0.1indirecta
PyPIbrowser-useindirecta
PyPIcachetools7.1.4indirecta
PyPIcairocffi1.7.1indirecta
PyPIcairosvg2.9.0indirecta
PyPIcerebras-cloud-sdkindirecta
PyPIcertifi2026.5.20indirecta
PyPIcffi2.0.0indirecta
PyPIcharset-normalizer3.4.7indirecta
PyPIchromadbindirecta
PyPIclick8.1.8indirecta
PyPIcodespell2.4.2indirecta
PyPIcohereindirecta
PyPIcolorama0.4.6indirecta
PyPIcomm0.2.3indirecta
PyPIcouchbaseindirecta
PyPIcoverage7.14.1indirecta
PyPIcrawl4aiindirecta
PyPIcryptography49.0.0indirecta
PyPIcsscompressor0.9.5indirecta
PyPIcssselect20.9.0indirecta
PyPIculsans0.11.0indirecta
PyPIcyclic1.0.0indirecta
PyPIdashscopeindirecta
PyPIdashscope1.26.2indirecta
PyPIdaytonaindirecta
PyPIdaytona0.193.0indirecta
PyPIdaytona-api-client0.193.0indirecta
PyPIdaytona-api-client-async0.193.0indirecta
PyPIdaytona-toolbox-api-client0.193.0indirecta
PyPIdaytona-toolbox-api-client-async0.193.0indirecta
PyPIddgsindirecta
PyPIddgs9.14.4indirecta
PyPIdebugpy1.8.21indirecta
PyPIdecorator5.3.1indirecta
PyPIdefusedxml0.7.1indirecta
PyPIdeprecated1.3.1indirecta
PyPIdetect-installer0.1.0indirecta
PyPIdetect-secrets1.5.0indirecta
PyPIdirty-equalsindirecta
PyPIdirty-equals0.11indirecta
PyPIdiscord-pyindirecta
PyPIdistro1.9.0indirecta
PyPIdnspython2.8.0indirecta
PyPIdockerindirecta
PyPIdocker7.1.0indirecta
PyPIdoclingindirecta
PyPIdocstring-parser0.18.0indirecta
PyPIdocx2txt0.9indirecta
PyPIduckduckgo-searchindirecta
PyPIemail-validator2.3.0indirecta
PyPIexa-pyindirecta
PyPIexa-py2.16.0indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIexecuting2.2.1indirecta
PyPIfake-useragent2.2.0indirecta
PyPIfalkordbindirecta
PyPIfastapiindirecta
PyPIfastapi0.138.1indirecta
PyPIfastapi-cli0.0.27indirecta
PyPIfastapi-cloud-cli0.21.0indirecta
PyPIfastapi-code-generatorindirecta
PyPIfastar0.11.0indirecta
PyPIfastembedindirecta
PyPIfastjsonschema2.21.2indirecta
PyPIfix-busted-jsonindirecta
PyPIfix-busted-json0.0.19indirecta
PyPIfreezegunindirecta
PyPIfrozenlist1.8.0indirecta
PyPIghp-import2.1.0indirecta
PyPIgitdb4.0.12indirecta
PyPIgitpython3.1.50indirecta
PyPIgoogle-api-core2.31.0indirecta
PyPIgoogle-api-python-clientindirecta
PyPIgoogle-auth2.55.1indirecta
PyPIgoogle-auth-httplib2indirecta
PyPIgoogle-auth-oauthlibindirecta
PyPIgoogle-cloud-aiplatform1.159.0indirecta
PyPIgoogle-cloud-bigquery3.41.0indirecta
PyPIgoogle-cloud-core2.6.0indirecta
PyPIgoogle-cloud-resource-manager1.17.0indirecta
PyPIgoogle-cloud-storage2.19.0indirecta
PyPIgoogle-cloud-storage3.12.0indirecta
PyPIgoogle-crc32c1.8.0indirecta
PyPIgoogle-genaiindirecta
PyPIgoogle-genai2.10.0indirecta
PyPIgoogle-resumable-media2.10.0indirecta
PyPIgoogleapis-common-protos1.75.0indirecta
PyPIgraphrag-sdk1.3.0indirecta
PyPIgroqindirecta
PyPIgrpc-google-iam-v10.14.4indirecta
PyPIgrpcio1.78.0indirecta
PyPIgrpcio1.81.1indirecta
PyPIgrpcio-status1.78.0indirecta
PyPIgrpcio-status1.81.1indirecta
PyPIh110.16.0indirecta
PyPIh24.3.0indirecta
PyPIhjson3.1.0indirecta
PyPIhpack4.1.0indirecta
PyPIhtmlmin20.1.13indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttptools0.8.0indirecta
PyPIhttpx-sse0.4.3indirecta
PyPIhttpx-ws0.9.0indirecta
PyPIhyperframe6.1.0indirecta
PyPIidna3.18indirecta
PyPIiniconfig2.3.0indirecta
PyPIipykernel7.3.0indirecta
PyPIipython8.39.0indirecta
PyPIipython9.14.1indirecta
PyPIipython-pygments-lexers1.1.1indirecta
PyPIjedi0.20.0indirecta
PyPIjinja23.1.6indirecta
PyPIjiter0.14.0indirecta
PyPIjiter0.15.0indirecta
PyPIjmespath1.1.0indirecta
PyPIjsmin3.0.1indirecta
PyPIjson-rpc1.15.0indirecta
PyPIjsonschemaindirecta
PyPIjsonschema4.26.0indirecta
PyPIjsonschema-specifications2025.9.1indirecta
PyPIjupyter-clientindirecta
PyPIjupyter-client8.9.1indirecta
PyPIjupyter-core5.9.1indirecta
PyPIjupyterlab-pygments0.3.0indirecta
PyPIlangchain-communityindirecta
PyPIlangchain-google-vertexaiindirecta
PyPIlibrt0.11.0indirecta
PyPIllama-indexindirecta
PyPIllama-index-coreindirecta
PyPIllama-index-embeddings-huggingfaceindirecta
PyPIllama-index-embeddings-openaiindirecta
PyPIllama-index-graph-stores-neo4jindirecta
PyPIllama-index-llms-langchainindirecta
PyPIllama-index-llms-openaiindirecta
PyPIllama-index-readers-webindirecta
PyPIllama-index-vector-stores-chromaindirecta
PyPIllama-index-vector-stores-mongodbindirecta
PyPIllmlinguaindirecta
PyPIlxml5.4.0indirecta
PyPImarkdown3.10.2indirecta
PyPImarkdown-it-py3.0.0indirecta
PyPImarkupsafe3.0.3indirecta
PyPImatplotlib-inline0.2.2indirecta
PyPImcpindirecta
PyPImcp1.28.1indirecta
PyPImcp-ui-server1.0.0indirecta
PyPImdurl0.1.2indirecta
PyPImdx-include1.4.2indirecta
PyPImergedeep1.3.4indirecta
PyPImike2.2.0indirecta
PyPImistralaiindirecta
PyPImistune3.3.0indirecta
PyPImkdocs1.6.1indirecta
PyPImkdocs-get-deps0.2.2indirecta
PyPImkdocs-git-revision-date-localized-plugin1.5.3indirecta
PyPImkdocs-glightbox0.5.2indirecta
PyPImkdocs-literate-nav0.6.3indirecta
PyPImkdocs-macros-plugin1.5.0indirecta
PyPImkdocs-material9.7.6indirecta
PyPImkdocs-material-extensions1.3.1indirecta
PyPImkdocs-minify-plugin0.8.0indirecta
PyPImkdocs-redirects1.2.3indirecta
PyPImultidict6.7.1indirecta
PyPImypy1.17.1indirecta
PyPImypy2.1.0indirecta
PyPImypy-extensions1.1.0indirecta
PyPInbclient0.11.0indirecta
PyPInbconvert7.17.1indirecta
PyPInbformat5.10.4indirecta
PyPInest-asyncio21.7.2indirecta
PyPInlip-sdkindirecta
PyPInlip-sdk0.1.3indirecta
PyPInlip-serverindirecta
PyPInlip-server0.1.3indirecta
PyPInumpyindirecta
PyPIobstore0.8.2indirecta
PyPIollamaindirecta
PyPIollama0.6.2indirecta
PyPIopenaiindirecta
PyPIopenai2.45.0indirecta
PyPIopentelemetry-api1.43.0indirecta
PyPIopentelemetry-exporter-otlp-proto-common1.43.0indirecta
PyPIopentelemetry-exporter-otlp-proto-grpcindirecta
PyPIopentelemetry-exporter-otlp-proto-grpc1.43.0indirecta
PyPIopentelemetry-exporter-otlp-proto-http1.43.0indirecta
PyPIopentelemetry-instrumentation0.64b0indirecta
PyPIopentelemetry-instrumentation-aiohttp-client0.64b0indirecta
PyPIopentelemetry-proto1.43.0indirecta
PyPIopentelemetry-sdkindirecta
PyPIopentelemetry-sdk1.43.0indirecta
PyPIopentelemetry-semantic-conventions0.64b0indirecta
PyPIopentelemetry-util-http0.64b0indirecta
PyPIpaginate0.5.7indirecta
PyPIpandasindirecta
PyPIpandocfilters1.5.1indirecta
PyPIparso0.8.7indirecta
PyPIpathspec1.1.1indirecta
PyPIperplexityaiindirecta
PyPIperplexityai0.39.0indirecta
PyPIpexpect4.9.0indirecta
PyPIpgvectorindirecta
PyPIpillow12.3.0indirecta
PyPIplatformdirs4.10.0indirecta
PyPIpluggy1.6.0indirecta
PyPIprek0.4.5indirecta
PyPIprek0.4.8indirecta
PyPIprimp1.3.1indirecta
PyPIprometheus-client0.25.0indirecta
PyPIprompt-toolkit3.0.52indirecta
PyPIpropcache0.5.2indirecta
PyPIproperdocs1.6.7indirecta
PyPIproto-plus1.28.0indirecta
PyPIprotobufindirecta
PyPIprotobuf6.33.5indirecta
PyPIpsutil7.2.2indirecta
PyPIpsycopgindirecta
PyPIptyprocess0.7.0indirecta
PyPIpure-eval0.2.3indirecta
PyPIpyasn10.6.3indirecta
PyPIpyasn1-modules0.4.2indirecta
PyPIpycparser3.0indirecta
PyPIpydantic-ai-slimindirecta
PyPIpydantic-core2.46.4indirecta
PyPIpydantic-extra-types2.11.1indirecta
PyPIpydantic-settings2.14.1indirecta
PyPIpygments2.20.0indirecta
PyPIpyjwt2.13.0indirecta
PyPIpymdown-extensions10.21.3indirecta
PyPIpymongoindirecta
PyPIpytest9.1.0indirecta
PyPIpytest9.1.1indirecta
PyPIpytest-asyncio1.4.0indirecta
PyPIpytest-cov7.1.0indirecta
PyPIpytest-timeoutindirecta
PyPIpytest-timeout2.4.0indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-multipart0.0.32indirecta
PyPIpywin32312indirecta
PyPIpyyaml-env-tag1.1indirecta
PyPIpyzmq27.1.0indirecta
PyPIrcslice1.1.0indirecta
PyPIredisindirecta
PyPIredis8.0.1indirecta
PyPIreferencing0.37.0indirecta
PyPIregex2026.5.9indirecta
PyPIremyxaiindirecta
PyPIrequestsindirecta
PyPIrequests2.34.2indirecta
PyPIrespxindirecta
PyPIrespx0.23.1indirecta
PyPIrich15.0.0indirecta
PyPIrich-toolkit0.20.1indirecta
PyPIrignore0.7.6indirecta
PyPIrpds-py0.30.0indirecta
PyPIrpds-py2026.5.1indirecta
PyPIruff0.14.14indirecta
PyPIruff0.15.20indirecta
PyPIs3transfer0.19.0indirecta
PyPIselectolax0.3.29indirecta
PyPIseleniumindirecta
PyPIsentence-transformersindirecta
PyPIsentry-sdk2.63.0indirecta
PyPIshellingham1.5.4indirecta
PyPIsix1.17.0indirecta
PyPIslack-sdkindirecta
PyPIsmmap5.0.3indirecta
PyPIsniffio1.3.1indirecta
PyPIsocksio1.0.0indirecta
PyPIsoupsieve2.8.4indirecta
PyPIsse-starlette3.0.3indirecta
PyPIstack-data0.6.3indirecta
PyPIstarletteindirecta
PyPIstarlette1.3.1indirecta
PyPIsuper-collections0.6.2indirecta
PyPItavily-pythonindirecta
PyPItavily-python0.7.26indirecta
PyPItelethonindirecta
PyPItenacity9.1.4indirecta
PyPItinycss21.5.1indirecta
PyPItinyfishindirecta
PyPItinyfish0.2.6indirecta
PyPItogetherindirecta
PyPItoml0.10.2indirecta
PyPItomli2.4.1indirecta
PyPItornado6.5.7indirecta
PyPItqdm4.68.2indirecta
PyPItraitlets5.15.1indirecta
PyPItyperindirecta
PyPItyper0.26.8indirecta
PyPItypes-pyyaml6.0.12.20260518indirecta
PyPItypes-requests2.33.0.20260518indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPItzdata2026.2indirecta
PyPIurllib32.7.0indirecta
PyPIuv0.11.21indirecta
PyPIuv0.11.26indirecta
PyPIuvicorn0.49.0indirecta
PyPIuvloop0.22.1indirecta
PyPIwatchdogindirecta
PyPIwatchdog6.0.0indirecta
PyPIwatchfiles1.2.0indirecta
PyPIwcwidth0.8.1indirecta
PyPIwebdriver-manager4.1.2indirecta
PyPIwebencodings0.5.1indirecta
PyPIwebsocket-client1.9.0indirecta
PyPIwebsocketsindirecta
PyPIwebsockets16.0indirecta
PyPIwikipedia-apiindirecta
PyPIwrapt1.17.3indirecta
PyPIwsproto1.3.2indirecta
PyPIxai-sdkindirecta
PyPIxai-sdk1.17.0indirecta
PyPIyarl1.24.2indirecta
PyPIyepcode-runindirecta
PyPIzai-sdkindirecta
PyPIzai-sdk0.2.3indirecta
PyPIzizmor1.25.2indirecta
PyPIzizmor1.26.1indirecta
Avisos de dependencias 0

Instalar pypi:ag2@0.14.0 arrastra 21 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
{
  "data": {
    "repo": {
      "topics": [
        "a2a",
        "agent-framework",
        "llm",
        "python",
        "agentic",
        "ai",
        "llms",
        "mcp",
        "multi-agent",
        "multi-agent-system",
        "genai",
        "agentic-ai",
        "ai-agents-framework",
        "aiagents",
        "open-source",
        "ag2"
      ],
      "is_fork": false,
      "size_kb": 539765,
      "has_wiki": false,
      "homepage": "https://ag2.ai",
      "languages": {
        "CSS": 14573,
        "MDX": 1131548,
        "HTML": 20834,
        "Just": 3070,
        "Jinja": 13901,
        "Shell": 5054,
        "Python": 4943308,
        "JavaScript": 14419
      },
      "pushed_at": "2026-07-20T02:52:03Z",
      "created_at": "2024-11-11T20:43:34Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-20T09:31:00Z",
      "description": "AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "MDX"
      ]
    },
    "owner": {
      "blog": "https://ag2.ai/",
      "name": null,
      "type": "Organization",
      "login": "ag2ai",
      "company": null,
      "location": null,
      "followers": 447,
      "avatar_url": "https://avatars.githubusercontent.com/u/188122941?v=4",
      "created_at": "2024-11-12T00:47:19Z",
      "is_verified": null,
      "public_repos": 32,
      "account_age_days": 616
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 76,
      "commits_last_year": 672,
      "latest_release_at": "2026-07-03T21:08:59Z",
      "latest_release_tag": "v1.0.0b0",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 51,
      "days_since_latest_release": 17,
      "mean_days_between_releases": 7.8
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "ag2",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "ag2",
            "ag2.ai",
            "ag2ai",
            "agent",
            "agentic",
            "ai",
            "autogen",
            "Development Status :: 5 - Production/Stable",
            "Framework :: Pydantic",
            "Framework :: Pydantic :: 2",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "License :: OSI Approved :: Apache Software License",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Programming Language :: Python :: Implementation :: CPython",
            "Topic :: Software Development",
            "Topic :: Software Development :: Libraries",
            "Topic :: Software Development :: Libraries :: Application Frameworks",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/ag2/",
          "is_deprecated": false,
          "latest_version": "0.14.0",
          "repository_url": "https://github.com/ag2ai/ag2",
          "versions_count": 85,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 494408,
          "first_published_at": "2024-11-13T20:17:06.547154Z",
          "latest_published_at": "2026-06-26T04:48:42.060439Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 24
        }
      ]
    },
    "popularity": {
      "forks": 678,
      "stars": 4783,
      "watchers": 72,
      "star_history": {
        "days": [
          {
            "date": "2025-11-20",
            "count": 1
          },
          {
            "date": "2025-11-21",
            "count": 3
          },
          {
            "date": "2025-11-22",
            "count": 3
          },
          {
            "date": "2025-11-23",
            "count": 2
          },
          {
            "date": "2025-11-24",
            "count": 6
          },
          {
            "date": "2025-11-25",
            "count": 6
          },
          {
            "date": "2025-11-26",
            "count": 9
          },
          {
            "date": "2025-11-27",
            "count": 1
          },
          {
            "date": "2025-11-28",
            "count": 3
          },
          {
            "date": "2025-11-29",
            "count": 1
          },
          {
            "date": "2025-11-30",
            "count": 1
          },
          {
            "date": "2025-12-01",
            "count": 5
          },
          {
            "date": "2025-12-02",
            "count": 5
          },
          {
            "date": "2025-12-03",
            "count": 9
          },
          {
            "date": "2025-12-04",
            "count": 4
          },
          {
            "date": "2025-12-05",
            "count": 3
          },
          {
            "date": "2025-12-06",
            "count": 4
          },
          {
            "date": "2025-12-08",
            "count": 3
          },
          {
            "date": "2025-12-09",
            "count": 2
          },
          {
            "date": "2025-12-10",
            "count": 8
          },
          {
            "date": "2025-12-11",
            "count": 4
          },
          {
            "date": "2025-12-12",
            "count": 7
          },
          {
            "date": "2025-12-13",
            "count": 2
          },
          {
            "date": "2025-12-14",
            "count": 6
          },
          {
            "date": "2025-12-15",
            "count": 6
          },
          {
            "date": "2025-12-16",
            "count": 4
          },
          {
            "date": "2025-12-17",
            "count": 3
          },
          {
            "date": "2025-12-18",
            "count": 3
          },
          {
            "date": "2025-12-19",
            "count": 9
          },
          {
            "date": "2025-12-20",
            "count": 2
          },
          {
            "date": "2025-12-21",
            "count": 2
          },
          {
            "date": "2025-12-22",
            "count": 2
          },
          {
            "date": "2025-12-23",
            "count": 6
          },
          {
            "date": "2025-12-24",
            "count": 4
          },
          {
            "date": "2025-12-25",
            "count": 3
          },
          {
            "date": "2025-12-26",
            "count": 2
          },
          {
            "date": "2025-12-27",
            "count": 3
          },
          {
            "date": "2025-12-28",
            "count": 3
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2025-12-30",
            "count": 8
          },
          {
            "date": "2025-12-31",
            "count": 5
          },
          {
            "date": "2026-01-01",
            "count": 2
          },
          {
            "date": "2026-01-02",
            "count": 1
          },
          {
            "date": "2026-01-03",
            "count": 3
          },
          {
            "date": "2026-01-04",
            "count": 5
          },
          {
            "date": "2026-01-05",
            "count": 5
          },
          {
            "date": "2026-01-06",
            "count": 1
          },
          {
            "date": "2026-01-07",
            "count": 2
          },
          {
            "date": "2026-01-08",
            "count": 2
          },
          {
            "date": "2026-01-09",
            "count": 4
          },
          {
            "date": "2026-01-10",
            "count": 6
          },
          {
            "date": "2026-01-11",
            "count": 3
          },
          {
            "date": "2026-01-12",
            "count": 8
          },
          {
            "date": "2026-01-13",
            "count": 4
          },
          {
            "date": "2026-01-14",
            "count": 5
          },
          {
            "date": "2026-01-16",
            "count": 5
          },
          {
            "date": "2026-01-17",
            "count": 2
          },
          {
            "date": "2026-01-18",
            "count": 2
          },
          {
            "date": "2026-01-19",
            "count": 4
          },
          {
            "date": "2026-01-20",
            "count": 5
          },
          {
            "date": "2026-01-21",
            "count": 7
          },
          {
            "date": "2026-01-22",
            "count": 2
          },
          {
            "date": "2026-01-23",
            "count": 2
          },
          {
            "date": "2026-01-24",
            "count": 2
          },
          {
            "date": "2026-01-26",
            "count": 2
          },
          {
            "date": "2026-01-27",
            "count": 3
          },
          {
            "date": "2026-01-28",
            "count": 2
          },
          {
            "date": "2026-01-29",
            "count": 2
          },
          {
            "date": "2026-01-30",
            "count": 2
          },
          {
            "date": "2026-01-31",
            "count": 1
          },
          {
            "date": "2026-02-01",
            "count": 2
          },
          {
            "date": "2026-02-02",
            "count": 1
          },
          {
            "date": "2026-02-03",
            "count": 2
          },
          {
            "date": "2026-02-04",
            "count": 1
          },
          {
            "date": "2026-02-05",
            "count": 4
          },
          {
            "date": "2026-02-06",
            "count": 2
          },
          {
            "date": "2026-02-07",
            "count": 3
          },
          {
            "date": "2026-02-08",
            "count": 3
          },
          {
            "date": "2026-02-09",
            "count": 4
          },
          {
            "date": "2026-02-10",
            "count": 5
          },
          {
            "date": "2026-02-11",
            "count": 6
          },
          {
            "date": "2026-02-12",
            "count": 3
          },
          {
            "date": "2026-02-13",
            "count": 3
          },
          {
            "date": "2026-02-14",
            "count": 4
          },
          {
            "date": "2026-02-15",
            "count": 2
          },
          {
            "date": "2026-02-16",
            "count": 8
          },
          {
            "date": "2026-02-17",
            "count": 17
          },
          {
            "date": "2026-02-18",
            "count": 5
          },
          {
            "date": "2026-02-19",
            "count": 5
          },
          {
            "date": "2026-02-20",
            "count": 2
          },
          {
            "date": "2026-02-21",
            "count": 3
          },
          {
            "date": "2026-02-22",
            "count": 4
          },
          {
            "date": "2026-02-23",
            "count": 2
          },
          {
            "date": "2026-02-24",
            "count": 3
          },
          {
            "date": "2026-02-25",
            "count": 6
          },
          {
            "date": "2026-02-26",
            "count": 5
          },
          {
            "date": "2026-02-27",
            "count": 7
          },
          {
            "date": "2026-02-28",
            "count": 2
          },
          {
            "date": "2026-03-01",
            "count": 6
          },
          {
            "date": "2026-03-02",
            "count": 3
          },
          {
            "date": "2026-03-03",
            "count": 5
          },
          {
            "date": "2026-03-04",
            "count": 1
          },
          {
            "date": "2026-03-05",
            "count": 8
          },
          {
            "date": "2026-03-06",
            "count": 3
          },
          {
            "date": "2026-03-07",
            "count": 4
          },
          {
            "date": "2026-03-08",
            "count": 3
          },
          {
            "date": "2026-03-09",
            "count": 8
          },
          {
            "date": "2026-03-10",
            "count": 6
          },
          {
            "date": "2026-03-11",
            "count": 6
          },
          {
            "date": "2026-03-12",
            "count": 3
          },
          {
            "date": "2026-03-13",
            "count": 4
          },
          {
            "date": "2026-03-14",
            "count": 2
          },
          {
            "date": "2026-03-15",
            "count": 4
          },
          {
            "date": "2026-03-16",
            "count": 5
          },
          {
            "date": "2026-03-17",
            "count": 9
          },
          {
            "date": "2026-03-18",
            "count": 5
          },
          {
            "date": "2026-03-19",
            "count": 4
          },
          {
            "date": "2026-03-20",
            "count": 4
          },
          {
            "date": "2026-03-21",
            "count": 6
          },
          {
            "date": "2026-03-22",
            "count": 4
          },
          {
            "date": "2026-03-23",
            "count": 5
          },
          {
            "date": "2026-03-24",
            "count": 8
          },
          {
            "date": "2026-03-25",
            "count": 6
          },
          {
            "date": "2026-03-26",
            "count": 5
          },
          {
            "date": "2026-03-27",
            "count": 6
          },
          {
            "date": "2026-03-28",
            "count": 2
          },
          {
            "date": "2026-03-29",
            "count": 9
          },
          {
            "date": "2026-03-30",
            "count": 2
          },
          {
            "date": "2026-04-01",
            "count": 4
          },
          {
            "date": "2026-04-02",
            "count": 5
          },
          {
            "date": "2026-04-03",
            "count": 6
          },
          {
            "date": "2026-04-04",
            "count": 6
          },
          {
            "date": "2026-04-05",
            "count": 1
          },
          {
            "date": "2026-04-06",
            "count": 8
          },
          {
            "date": "2026-04-07",
            "count": 4
          },
          {
            "date": "2026-04-08",
            "count": 4
          },
          {
            "date": "2026-04-09",
            "count": 6
          },
          {
            "date": "2026-04-10",
            "count": 5
          },
          {
            "date": "2026-04-12",
            "count": 8
          },
          {
            "date": "2026-04-13",
            "count": 7
          },
          {
            "date": "2026-04-14",
            "count": 4
          },
          {
            "date": "2026-04-15",
            "count": 5
          },
          {
            "date": "2026-04-16",
            "count": 5
          },
          {
            "date": "2026-04-17",
            "count": 5
          },
          {
            "date": "2026-04-18",
            "count": 6
          },
          {
            "date": "2026-04-19",
            "count": 3
          },
          {
            "date": "2026-04-20",
            "count": 7
          },
          {
            "date": "2026-04-21",
            "count": 4
          },
          {
            "date": "2026-04-22",
            "count": 1
          },
          {
            "date": "2026-04-23",
            "count": 3
          },
          {
            "date": "2026-04-24",
            "count": 8
          },
          {
            "date": "2026-04-25",
            "count": 2
          },
          {
            "date": "2026-04-26",
            "count": 2
          },
          {
            "date": "2026-04-27",
            "count": 4
          },
          {
            "date": "2026-04-28",
            "count": 10
          },
          {
            "date": "2026-04-29",
            "count": 4
          },
          {
            "date": "2026-04-30",
            "count": 1
          },
          {
            "date": "2026-05-02",
            "count": 2
          },
          {
            "date": "2026-05-03",
            "count": 19
          },
          {
            "date": "2026-05-04",
            "count": 16
          },
          {
            "date": "2026-05-05",
            "count": 10
          },
          {
            "date": "2026-05-06",
            "count": 7
          },
          {
            "date": "2026-05-07",
            "count": 2
          },
          {
            "date": "2026-05-09",
            "count": 3
          },
          {
            "date": "2026-05-10",
            "count": 3
          },
          {
            "date": "2026-05-11",
            "count": 6
          },
          {
            "date": "2026-05-12",
            "count": 2
          },
          {
            "date": "2026-05-13",
            "count": 3
          },
          {
            "date": "2026-05-14",
            "count": 10
          },
          {
            "date": "2026-05-15",
            "count": 8
          },
          {
            "date": "2026-05-16",
            "count": 6
          },
          {
            "date": "2026-05-17",
            "count": 7
          },
          {
            "date": "2026-05-18",
            "count": 5
          },
          {
            "date": "2026-05-19",
            "count": 7
          },
          {
            "date": "2026-05-20",
            "count": 8
          },
          {
            "date": "2026-05-21",
            "count": 4
          },
          {
            "date": "2026-05-22",
            "count": 5
          },
          {
            "date": "2026-05-23",
            "count": 3
          },
          {
            "date": "2026-05-24",
            "count": 3
          },
          {
            "date": "2026-05-25",
            "count": 3
          },
          {
            "date": "2026-05-26",
            "count": 7
          },
          {
            "date": "2026-05-28",
            "count": 1
          },
          {
            "date": "2026-05-29",
            "count": 10
          },
          {
            "date": "2026-05-30",
            "count": 3
          },
          {
            "date": "2026-05-31",
            "count": 2
          },
          {
            "date": "2026-06-01",
            "count": 3
          },
          {
            "date": "2026-06-02",
            "count": 5
          },
          {
            "date": "2026-06-03",
            "count": 3
          },
          {
            "date": "2026-06-04",
            "count": 4
          },
          {
            "date": "2026-06-05",
            "count": 6
          },
          {
            "date": "2026-06-06",
            "count": 2
          },
          {
            "date": "2026-06-07",
            "count": 2
          },
          {
            "date": "2026-06-08",
            "count": 7
          },
          {
            "date": "2026-06-09",
            "count": 4
          },
          {
            "date": "2026-06-10",
            "count": 6
          },
          {
            "date": "2026-06-11",
            "count": 5
          },
          {
            "date": "2026-06-12",
            "count": 5
          },
          {
            "date": "2026-06-13",
            "count": 3
          },
          {
            "date": "2026-06-14",
            "count": 2
          },
          {
            "date": "2026-06-15",
            "count": 3
          },
          {
            "date": "2026-06-16",
            "count": 1
          },
          {
            "date": "2026-06-17",
            "count": 2
          },
          {
            "date": "2026-06-18",
            "count": 10
          },
          {
            "date": "2026-06-19",
            "count": 5
          },
          {
            "date": "2026-06-21",
            "count": 2
          },
          {
            "date": "2026-06-22",
            "count": 9
          },
          {
            "date": "2026-06-23",
            "count": 1
          },
          {
            "date": "2026-06-24",
            "count": 5
          },
          {
            "date": "2026-06-25",
            "count": 1
          },
          {
            "date": "2026-06-26",
            "count": 4
          },
          {
            "date": "2026-06-27",
            "count": 2
          },
          {
            "date": "2026-06-28",
            "count": 2
          },
          {
            "date": "2026-06-29",
            "count": 2
          },
          {
            "date": "2026-06-30",
            "count": 3
          },
          {
            "date": "2026-07-01",
            "count": 4
          },
          {
            "date": "2026-07-02",
            "count": 3
          },
          {
            "date": "2026-07-03",
            "count": 2
          },
          {
            "date": "2026-07-04",
            "count": 3
          },
          {
            "date": "2026-07-05",
            "count": 8
          },
          {
            "date": "2026-07-06",
            "count": 5
          },
          {
            "date": "2026-07-07",
            "count": 3
          },
          {
            "date": "2026-07-08",
            "count": 4
          },
          {
            "date": "2026-07-09",
            "count": 4
          },
          {
            "date": "2026-07-10",
            "count": 2
          },
          {
            "date": "2026-07-11",
            "count": 4
          },
          {
            "date": "2026-07-12",
            "count": 2
          },
          {
            "date": "2026-07-13",
            "count": 4
          },
          {
            "date": "2026-07-14",
            "count": 4
          },
          {
            "date": "2026-07-15",
            "count": 9
          },
          {
            "date": "2026-07-16",
            "count": 4
          },
          {
            "date": "2026-07-17",
            "count": 3
          },
          {
            "date": "2026-07-19",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 1
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_stars": 4783
      },
      "open_issues_and_prs": 27
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": true,
      "bootstrap_files": [
        "justfile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "ag2/py.typed"
      ],
      "largest_source_bytes": 129052,
      "source_files_sampled": 900,
      "oversized_source_files": 2,
      "agent_instruction_files": [
        "AGENTS.md",
        "test/AGENTS.md",
        "test/CLAUDE.md",
        "website/AGENTS.md",
        "website/CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 14474
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 21,
        "assessed_package": "pypi:ag2@0.14.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "termcolor",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "python-dotenv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "tiktoken",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.6.1,<3"
        },
        {
          "name": "pyyaml",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0.2"
        },
        {
          "name": "packaging",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "httpx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.28.1,<1"
        },
        {
          "name": "anyio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.0.0,<5.0.0"
        },
        {
          "name": "fast-depends",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0.8,<4.0.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "anyio",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": true,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fast-depends",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fast-depends",
            "direct": true,
            "version": "3.0.8",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": true,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": true,
            "version": "25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "termcolor",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "termcolor",
            "direct": true,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": true,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "a2a-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "a2a-sdk",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ag-ui-protocol",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ag-ui-protocol",
            "direct": false,
            "version": "0.1.19",
            "ecosystem": "pypi"
          },
          {
            "name": "ag2",
            "direct": false,
            "version": "1.0.0b0",
            "ecosystem": "pypi"
          },
          {
            "name": "agent-client-protocol",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofiles",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "aiofiles",
            "direct": false,
            "version": "24.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp-retry",
            "direct": false,
            "version": "2.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiologic",
            "direct": false,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anthropic",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "anthropic",
            "direct": false,
            "version": "0.116.0",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "ast-serialize",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-cosmos",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-asyncio-runner",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backrefs",
            "direct": false,
            "version": "5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": false,
            "version": "1.43.40",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore",
            "direct": false,
            "version": "1.43.46",
            "ecosystem": "pypi"
          },
          {
            "name": "brotli",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "brotlicffi",
            "direct": false,
            "version": "1.2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "browser-use",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cairocffi",
            "direct": false,
            "version": "1.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cairosvg",
            "direct": false,
            "version": "2.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cerebras-cloud-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.5.20",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "chromadb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "codespell",
            "direct": false,
            "version": "2.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cohere",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "couchbase",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "crawl4ai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "csscompressor",
            "direct": false,
            "version": "0.9.5",
            "ecosystem": "pypi"
          },
          {
            "name": "cssselect2",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "culsans",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cyclic",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dashscope",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dashscope",
            "direct": false,
            "version": "1.26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "daytona",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "daytona",
            "direct": false,
            "version": "0.193.0",
            "ecosystem": "pypi"
          },
          {
            "name": "daytona-api-client",
            "direct": false,
            "version": "0.193.0",
            "ecosystem": "pypi"
          },
          {
            "name": "daytona-api-client-async",
            "direct": false,
            "version": "0.193.0",
            "ecosystem": "pypi"
          },
          {
            "name": "daytona-toolbox-api-client",
            "direct": false,
            "version": "0.193.0",
            "ecosystem": "pypi"
          },
          {
            "name": "daytona-toolbox-api-client-async",
            "direct": false,
            "version": "0.193.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ddgs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ddgs",
            "direct": false,
            "version": "9.14.4",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.21",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecated",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "detect-installer",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "detect-secrets",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dirty-equals",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dirty-equals",
            "direct": false,
            "version": "0.11",
            "ecosystem": "pypi"
          },
          {
            "name": "discord-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docker",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "docker",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docling",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docx2txt",
            "direct": false,
            "version": "0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "duckduckgo-search",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exa-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "exa-py",
            "direct": false,
            "version": "2.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fake-useragent",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "falkordb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.138.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cli",
            "direct": false,
            "version": "0.0.27",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cloud-cli",
            "direct": false,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-code-generator",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastar",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastembed",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fix-busted-json",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fix-busted-json",
            "direct": false,
            "version": "0.0.19",
            "ecosystem": "pypi"
          },
          {
            "name": "freezegun",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ghp-import",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.50",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-python-client",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.55.1",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth-httplib2",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth-oauthlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-aiplatform",
            "direct": false,
            "version": "1.159.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-bigquery",
            "direct": false,
            "version": "3.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-core",
            "direct": false,
            "version": "2.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-resource-manager",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-storage",
            "direct": false,
            "version": "2.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-storage",
            "direct": false,
            "version": "3.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-crc32c",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-resumable-media",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-sdk",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "groq",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "grpc-google-iam-v1",
            "direct": false,
            "version": "0.14.4",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.78.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.81.1",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio-status",
            "direct": false,
            "version": "1.78.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio-status",
            "direct": false,
            "version": "1.81.1",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h2",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hjson",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hpack",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "htmlmin2",
            "direct": false,
            "version": "0.1.13",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httptools",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-ws",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hyperframe",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "7.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "8.39.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsmin",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "json-rpc",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-community",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-google-vertexai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "librt",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-core",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-embeddings-huggingface",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-embeddings-openai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-graph-stores-neo4j",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-llms-langchain",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-llms-openai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-readers-web",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-vector-stores-chroma",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llama-index-vector-stores-mongodb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "llmlingua",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "5.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp-ui-server",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdx-include",
            "direct": false,
            "version": "1.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mergedeep",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mike",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mistralai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-get-deps",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-git-revision-date-localized-plugin",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-glightbox",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-literate-nav",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-macros-plugin",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material",
            "direct": false,
            "version": "9.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-minify-plugin",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-redirects",
            "direct": false,
            "version": "1.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": "7.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nlip-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nlip-sdk",
            "direct": false,
            "version": "0.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nlip-server",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nlip-server",
            "direct": false,
            "version": "0.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "obstore",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ollama",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ollama",
            "direct": false,
            "version": "0.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.45.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-grpc",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-grpc",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.64b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-aiohttp-client",
            "direct": false,
            "version": "0.64b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.64b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-util-http",
            "direct": false,
            "version": "0.64b0",
            "ecosystem": "pypi"
          },
          {
            "name": "paginate",
            "direct": false,
            "version": "0.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "perplexityai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "perplexityai",
            "direct": false,
            "version": "0.39.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pgvector",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prek",
            "direct": false,
            "version": "0.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "prek",
            "direct": false,
            "version": "0.4.8",
            "ecosystem": "pypi"
          },
          {
            "name": "primp",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "properdocs",
            "direct": false,
            "version": "1.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.5",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-ai-slim",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-extra-types",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "10.21.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pymongo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "312",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-env-tag",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rcslice",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "redis",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "redis",
            "direct": false,
            "version": "8.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "remyxai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "respx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "respx",
            "direct": false,
            "version": "0.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rignore",
            "direct": false,
            "version": "0.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.14.14",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.20",
            "ecosystem": "pypi"
          },
          {
            "name": "s3transfer",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "selectolax",
            "direct": false,
            "version": "0.3.29",
            "ecosystem": "pypi"
          },
          {
            "name": "selenium",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sentence-transformers",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "slack-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "socksio",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "super-collections",
            "direct": false,
            "version": "0.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tavily-python",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tavily-python",
            "direct": false,
            "version": "0.7.26",
            "ecosystem": "pypi"
          },
          {
            "name": "telethon",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tinyfish",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tinyfish",
            "direct": false,
            "version": "0.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "together",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.68.2",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.26.8",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pyyaml",
            "direct": false,
            "version": "6.0.12.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-requests",
            "direct": false,
            "version": "2.33.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uv",
            "direct": false,
            "version": "0.11.21",
            "ecosystem": "pypi"
          },
          {
            "name": "uv",
            "direct": false,
            "version": "0.11.26",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.49.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvloop",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "webdriver-manager",
            "direct": false,
            "version": "4.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wikipedia-api",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "wsproto",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "xai-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xai-sdk",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "yepcode-run",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "zai-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "zai-sdk",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "zizmor",
            "direct": false,
            "version": "1.25.2",
            "ecosystem": "pypi"
          },
          {
            "name": "zizmor",
            "direct": false,
            "version": "1.26.1",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 366,
        "direct_count": 14,
        "indirect_count": 352
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 18,
        "merged_prs": 1608,
        "open_issues": 9,
        "closed_ratio": 0.989,
        "closed_issues": 848,
        "closed_unmerged_prs": 466
      },
      "bus_factor": 6,
      "top_contributors": [
        {
          "type": "User",
          "login": "marklysze",
          "commits": 685,
          "avatar_url": "https://avatars.githubusercontent.com/u/66362098?v=4"
        },
        {
          "type": "User",
          "login": "sonichi",
          "commits": 415,
          "avatar_url": "https://avatars.githubusercontent.com/u/4250911?v=4"
        },
        {
          "type": "User",
          "login": "davorrunje",
          "commits": 396,
          "avatar_url": "https://avatars.githubusercontent.com/u/24715380?v=4"
        },
        {
          "type": "User",
          "login": "harishmohanraj",
          "commits": 384,
          "avatar_url": "https://avatars.githubusercontent.com/u/8857109?v=4"
        },
        {
          "type": "User",
          "login": "qingyun-wu",
          "commits": 337,
          "avatar_url": "https://avatars.githubusercontent.com/u/8920372?v=4"
        },
        {
          "type": "User",
          "login": "kumaranvpl",
          "commits": 322,
          "avatar_url": "https://avatars.githubusercontent.com/u/7011056?v=4"
        },
        {
          "type": "User",
          "login": "rjambrecic",
          "commits": 209,
          "avatar_url": "https://avatars.githubusercontent.com/u/32619626?v=4"
        },
        {
          "type": "User",
          "login": "skzhang1",
          "commits": 177,
          "avatar_url": "https://avatars.githubusercontent.com/u/24501525?v=4"
        },
        {
          "type": "User",
          "login": "sternakt",
          "commits": 138,
          "avatar_url": "https://avatars.githubusercontent.com/u/117077296?v=4"
        },
        {
          "type": "User",
          "login": "Hk669",
          "commits": 90,
          "avatar_url": "https://avatars.githubusercontent.com/u/96101829?v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.142
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build-mkdocs.yml",
        "deploy-website.yml",
        "lfs-check.yml",
        "llm-test.yml",
        "mkdocs-check-broken-links.yml",
        "pr-checks.yml",
        "pr_labeler.yaml",
        "python-package.yml",
        "test.yml",
        "type-check.yml",
        "zizmor.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "29 out of 29 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": 5,
            "reason": "Found 13/24 approved changesets -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 16 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 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 14 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": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 9,
            "reason": "dependency not pinned by hash detected -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 8,
            "reason": "SAST tool is not run on all commits -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 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": "f68afd9ea38952d1fd62fa38cc17c4a41dbb44f1",
        "ran_at": "2026-07-21T03:44:55Z",
        "aggregate_score": 7.2,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/ag2ai/ag2",
    "host": "github.com",
    "name": "ag2",
    "owner": "ag2ai"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 89,
      "inputs": {
        "security": 78,
        "vitality": 99,
        "community": 88,
        "governance": 84,
        "engineering": 92
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 99,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "commits_last_year": 672,
              "human_commit_share": null,
              "days_since_last_push": 1,
              "active_weeks_last_year": 51
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "51/52 weeks with commits",
                "points": 35.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 51
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "672 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 672
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 14 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": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 76,
              "latest_release_tag": "v1.0.0b0",
              "releases_from_tags": false,
              "days_since_latest_release": 17,
              "mean_days_between_releases": 7.8
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "76 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 76
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 17 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 17
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~7.8 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 7.8
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 88,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "forks": 678,
              "stars": 4783,
              "watchers": 72,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "4,783 stars",
                "points": 59.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 4783
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "678 forks",
                "points": 23.6,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 678
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "72 watchers",
                "points": 10.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 72
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 95,
            "inputs": {
              "packages": [
                "ag2"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 494408
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "494,408 downloads/month across pypi",
                "points": 75.9,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 494408,
                      "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": 84,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "bus_factor": 6,
              "contributors_sampled": 100,
              "top_contributor_share": 0.142
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "6 contributor(s) cover half of all commits",
                "points": 48.6,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 14% of commits",
                "points": 19.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 14
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 16 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "merged_prs": 1608,
              "open_issues": 9,
              "closed_issues": 848,
              "issue_closed_ratio": 0.989,
              "closed_unmerged_prs": 466
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "99% of issues closed",
                "points": 46.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 99
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1608/2074 decided PRs merged",
                "points": 29.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1608,
                      "decided": 2074
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 13/24 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "followers": 447,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ag2ai",
              "public_repos": 32,
              "account_age_days": 616
            },
            "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": "447 followers of ag2ai",
                "points": 19.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 447,
                      "login": "ag2ai"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "32 public repos, account ~1 yr old",
                "points": 14.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 32
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "ag2"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 24
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 24 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 24
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "85 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "11 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "a2a",
                "agent-framework",
                "llm",
                "python",
                "agentic",
                "ai",
                "llms",
                "mcp",
                "multi-agent",
                "multi-agent-system",
                "genai",
                "agentic-ai",
                "ai-agents-framework",
                "aiagents",
                "open-source",
                "ag2"
              ],
              "has_wiki": false,
              "homepage": "https://ag2.ai",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://ag2.ai",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "16 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 78,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 13/24 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 16 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 14 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "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): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:ag2@0.14.0 runtime dependency closure — what installing the published package pulls in — 21 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:ag2@0.14.0",
                  "assessed": 21
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 21,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 21,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 82,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "AGENTS.md",
                "test/AGENTS.md",
                "test/CLAUDE.md",
                "website/AGENTS.md",
                "website/CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 14474
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, test/AGENTS.md, test/CLAUDE.md, website/AGENTS.md, website/CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, test/AGENTS.md, test/CLAUDE.md, website/AGENTS.md, website/CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 96,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "justfile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "ag2/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "justfile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "justfile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "ag2/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ag2/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 129052,
              "source_files_sampled": 900,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (ag2/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "ag2/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/900 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 900,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T03:45:21.669587Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ag2ai/ag2.svg",
  "full_name": "ag2ai/ag2",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

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

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