Informe de salud del softwareesquema 0.15.0 · métricas 1.13.0 · 2026-07-20 09:03 UTC

NVIDIA / NeMo-Agent-Toolkit

The NVIDIA NeMo Agent toolkit is an open-source library for efficiently connecting and optimizing teams of AI agents.

PythonApache-2.0★ 2505 estrellas⑂ 712 forksdesde mar 2025Ver en GitHub ↗

NVIDIA/NeMo-Agent-Toolkit tiene un índice de salud de 87 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Vitality (99/100) y la más baja, Security (60/100). Se actualizó por última vez hace 1 día. 4 personas concentran la mayor parte del trabajo reciente.

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.

Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados

Bueno70-84Saludable; carencias menores

Moderado50-69Aceptable con carencias notables; se recomienda revisión

En riesgo30-49Debilidades significativas; su adopción exige cautela

Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)

Perfil de puntuación

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

Titularidad

NVIDIA CorporationOrganización

28.148 seguidores769 repositorios públicosdesde may 2012

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

Ecosistemas de paquetes

Registro	Paquete	Versión	Descargas / mes	Versiones	Última publicación	Etiquetas
PyPI	nvidia-nat	1.8.0	161.041	449	hace 33 días	ai rag agents

Métricas por categoría

Vitalidad

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

99Excelente · 22% del índice global

Actividad de desarrollo

99Excelente

Cómo se puntúa

36/36	Recencia de push — último push hace 1 días
35.3/36	Cadencia de commits — 51/52 semanas con commits
18/18	Volumen de commits — 1207 commits en el último año
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10

Datos de entrada utilizados

commits_last_year	1207
human_commit_share	—
days_since_last_push	1
active_weeks_last_year	51

Disciplina de publicación

100Excelente

Cómo se puntúa

27/27	Publica versiones — 15 versiones publicadas
36/36	Recencia de las versiones — última versión hace 33 días
27/27	Cadencia de publicación — una versión cada ~26,1 días
0/10	OpenSSF Scorecard: Signed-Releases — sin datos

Datos de entrada utilizados

releases_count	15
latest_release_tag	v1.8.0
releases_from_tags	no
days_since_latest_release	33
mean_days_between_releases	26,1

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?

89Excelente · 18% del índice global

Popularidad y adopción

87Excelente

Cómo se puntúa

55.1/60	Estrellas — 2505 estrellas
23.8/25	Forks — 712 forks
8.3/15	Observadores — 32 observadores

Datos de entrada utilizados

forks	712
stars	2505
watchers	32
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Salud de la comunidad

92Excelente

Cómo se puntúa

22.5/22.5	README
22.5/22.5	Licencia — licencia reconocida (Apache-2.0)
18/18	Guía CONTRIBUTING
13.5/13.5	Código de conducta
0/7.2	Plantilla de issues
6.3/6.3	Plantilla de PR

Datos de entrada utilizados

has_readme	sí
has_license	sí
has_contributing	sí
has_issue_template	no
has_code_of_conduct	sí
has_pull_request_template	sí

Adopción en el ecosistema (descargas)

87Excelente

Cómo se puntúa

69.4/80	Descargas mensuales — 161.041 descargas/mes en pypi
0/20	Dependientes en el registro — no lo informa este ecosistema

Datos de entrada utilizados

packages	nvidia-nat
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	161.041

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?

88Excelente · 24% del índice global

Resiliencia de mantenedores (factor bus)

84Bueno

Cómo se puntúa

43.2/54	Factor bus — la mitad de los commits recae en 4 contribuyente(s)
17.3/22.5	Distribución de commits — el principal contribuyente firma el 23% de los commits
13.5/13.5	Amplitud de contribuyentes — 100 contribuyentes
10/10	OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations

Datos de entrada utilizados

bus_factor	4
contributors_sampled	100
top_contributor_share	0,233

Capacidad de respuesta a issues y PR

91Excelente

Cómo se puntúa

43.4/46.8	Resolución de issues — 93% de issues cerradas
32.2/38.3	Aceptación de PR — 1456/1731 PR decididos fusionados
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Datos de entrada utilizados

merged_prs	1456
open_issues	27
closed_issues	352
issue_closed_ratio	0,929
closed_unmerged_prs	275

Propiedad y custodia

80Bueno

Cómo se puntúa

30/30	Respaldo de la propiedad — propiedad de una organización
0/20	Dominio verificado
25/25	Alcance del propietario — 28.148 seguidores de NVIDIA
25/25	Trayectoria — 769 repos públicos, cuenta de ~14 años

Datos de entrada utilizados

followers	28.148
owner_type	Organization
is_verified	—
owner_login	NVIDIA
public_repos	769
account_age_days	5183

Mantenimiento de paquetes

100Excelente

Cómo se puntúa

25/25	Publicado y resoluble — 1 paquete(s) en pypi
35/35	Recencia de publicación — última publicación hace 33 días
20/20	Historial de versiones — 449 versiones en el registro
20/20	No obsoleto — activo, ni obsoleto ni retirado

Datos de entrada utilizados

packages	nvidia-nat
ecosystems	pypi
any_deprecated	no
min_days_since_publish	33

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

92Excelente · 20% del índice global

Prácticas de ingeniería

94Excelente

Cómo se puntúa

24/24	Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24	Pruebas presentes
16/16	Configuración de linter
9.6/9.6	Hooks de pre-commit
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

Datos de entrada utilizados

has_ci	sí
has_tests	sí
has_editorconfig	no
has_linter_config	sí
has_precommit_config	sí

Documentación

90Excelente

Cómo se puntúa

30/30	README
25/25	Directorio de documentación
15/15	Sitio de documentación / página del proyecto — https://docs.nvidia.com/nemo/agent-toolkit/latest/
10/10	Descripción del repositorio
0/10	Topics
10/10	Wiki

Datos de entrada utilizados

topics	—
has_wiki	sí
homepage	https://docs.nvidia.com/nemo/agent-toolkit/latest/
has_readme	sí
has_docs_dir	sí
has_description	sí

Seguridad

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

60Moderado · 16% del índice global

Postura de seguridad

60Moderado

Cómo se puntúa

7.5/7.5	Binary-Artifacts — no binaries found in the repo
3/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5	Code-Review — all changesets reviewed
2.5/2.5	Contributors — project has 10 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5	Dependency-Update-Tool — no update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	Licencia — license file detected
7.5/7.5	Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — sin datos
1/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — sin datos
6.8/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 179 existing vulnerabilities detected

Datos de entrada utilizados

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	6

Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.

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.

71Bueno · 0% del índice global

Contexto y guía para agentes

75Bueno

Cómo se puntúa

45/45	Instrucciones para agentes — .cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.md
0/15	Documentación legible por máquinas (llms.txt)
0/40	Historial de commits legible — sin datos

Datos de entrada utilizados

has_llms_txt	no
legible_history_share	—
agent_instruction_files	.cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.md
agent_instruction_max_bytes	10.375

Excluidos de la puntuación (sin datos o no aplicable): Historial de commits legible. Los pesos restantes se han renormalizado.

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

77Bueno

Cómo se puntúa

18/18	Arranque con un solo comando — docs/Makefile
22/22	Pruebas automatizadas
11/11	Configuración de lint / formato
0/11	Verificación estática de tipos
10/10	Entorno reproducible — Dockerfile, lockfile
0/10	Práctica demostrada con agentes — sin datos
0/8	Mantenimiento automatizado — sin datos
2/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2

Datos de entrada utilizados

has_nix	no
has_tests	sí
lockfiles	uv.lock
has_dockerfile	sí
typed_language	no
bootstrap_files	docs/Makefile
has_devcontainer	no
has_linter_config	sí
typecheck_configs	—
agent_commit_share	—
toolchain_manifests	—
dependency_bot_commit_share	—

Excluidos de la puntuación (sin datos o no aplicable): Práctica demostrada con agentes, Mantenimiento automatizado. Los pesos restantes se han renormalizado.

Legibilidad del código para modelos

55Moderado

Cómo se puntúa

0/45	Código verificable por tipos — Python sin configuración de verificación de tipos
54.7/55	Tamaños de archivo manejables — 8/1643 archivos fuente de más de 60 KB

Datos de entrada utilizados

primary_language	Python
largest_source_bytes	85.894
source_files_sampled	1643
oversized_source_files	8

Interfaces legibles por máquina

60Moderado

Cómo se puntúa

0/40	Esquema de API (OpenAPI/GraphQL/proto)
20/20	Servidor MCP
40/40	Ejemplos ejecutables — examples, notebooks

Datos de entrada utilizados

example_dirs	examples, notebooks
has_mcp_signal	sí
api_schema_files	—

Datos clave

2505estrellas de GitHub

100contribuidores

1207commits en los últimos 12 meses

1días desde el último push

15versiones publicadas

4factor bus

27issues abiertas

PyPIecosistemas de paquetes

Más detalle

OpenSSF Scorecard 6.0 / 10

6.0agregado

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 · 2026-07-20 09:03 UTC

10	Binary-Artifacts	no binaries found in the repo
4	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
10	Code-Review	all changesets reviewed
10	Contributors	project has 10 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
0	Dependency-Update-Tool	no update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
n/d	Packaging	packaging workflow not detected
2	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 2
0	SAST	SAST tool is not run on all commits -- score normalized to 0
10	Security-Policy	security policy file detected
n/d	Signed-Releases	no releases found
9	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	179 existing vulnerabilities detected

Todas las dependencias 938

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 938 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

Registro	Paquete	Versión	Relación
PyPI	a2a-sdk	`0.3.24`	indirecta
PyPI	abnf	`2.2.0`	indirecta
PyPI	accessible-pygments	`0.0.5`	indirecta
PyPI	agent-memory-client	`0.14.0`	indirecta
PyPI	agno	`2.6.5`	indirecta
PyPI	aioboto3	`15.5.0`	indirecta
PyPI	aiobotocore	`2.25.1`	indirecta
PyPI	aiofile	`3.9.0`	indirecta
PyPI	aiofiles	`25.1.0`	indirecta
PyPI	aiohappyeyeballs	`2.6.1`	indirecta
PyPI	aiohappyeyeballs	`2.6.2`	indirecta
PyPI	aiohttp	`3.13.3`	indirecta
PyPI	aiohttp	`3.13.5`	indirecta
PyPI	aiohttp	`3.14.0`	indirecta
PyPI	aiohttp-retry	`2.9.1`	indirecta
PyPI	aioice	`0.10.2`	indirecta
PyPI	aioitertools	`0.13.0`	indirecta
PyPI	aiomysql	`0.3.2`	indirecta
PyPI	aiortc	`1.14.0`	indirecta
PyPI	aiorwlock	`1.5.0`	indirecta
PyPI	aiorwlock	`1.5.1`	indirecta
PyPI	aiosignal	`1.4.0`	indirecta
PyPI	aiosqlite	`0.21.0`	indirecta
PyPI	aiosqlite	`0.22.1`	indirecta
PyPI	alabaster	`1.0.0`	indirecta
PyPI	alembic	`1.18.4`	indirecta
PyPI	annotated-doc	`0.0.4`	indirecta
PyPI	annotated-types	`0.7.0`	indirecta
PyPI	annoy	`1.17.3`	indirecta
PyPI	ansible-runner	`2.4.2`	indirecta
PyPI	anthropic	`0.77.0`	indirecta
PyPI	anthropic	`0.83.0`	indirecta
PyPI	anyio	`4.12.1`	indirecta
PyPI	anyio	`4.13.0`	indirecta
PyPI	appdirs	`1.4.4`	indirecta
PyPI	appnope	`0.1.4`	indirecta
PyPI	argon2-cffi	`25.1.0`	indirecta
PyPI	argon2-cffi-bindings	`25.1.0`	indirecta
PyPI	arize-phoenix-otel	`0.14.0`	indirecta
PyPI	arize-phoenix-otel	`0.15.0`	indirecta
PyPI	arize-phoenix-otel	`0.16.1`	indirecta
PyPI	arxiv	`2.4.0`	indirecta
PyPI	asgi-lifespan	`2.1.0`	indirecta
PyPI	astroid	`3.3.11`	indirecta
PyPI	astroid	`4.1.0`	indirecta
PyPI	asttokens	`3.0.1`	indirecta
PyPI	async-timeout	`5.0.1`	indirecta
PyPI	attrs	`25.4.0`	indirecta
PyPI	attrs	`26.1.0`	indirecta
PyPI	authlib	`1.7.2`	indirecta
PyPI	autogen-agentchat	`0.7.5`	indirecta
PyPI	autogen-core	`0.7.5`	indirecta
PyPI	autogen-ext	`0.7.5`	indirecta
PyPI	av	`16.1.0`	indirecta
PyPI	aws-requests-auth	`0.4.3`	indirecta
PyPI	azure-ai-agents	`1.2.0b6`	indirecta
PyPI	azure-ai-projects	`1.0.0`	indirecta
PyPI	azure-core	`1.38.0`	indirecta
PyPI	azure-core	`1.38.2`	indirecta
PyPI	azure-core	`1.41.0`	indirecta
PyPI	azure-identity	`1.25.1`	indirecta
PyPI	azure-identity	`1.25.2`	indirecta
PyPI	azure-storage-blob	`12.28.0`	indirecta
PyPI	babel	`2.18.0`	indirecta
PyPI	backoff	`2.2.1`	indirecta
PyPI	backports-tarfile	`1.2.0`	indirecta
PyPI	banks	`2.4.2`	indirecta
PyPI	bcrypt	`5.0.0`	indirecta
PyPI	beartype	`0.22.9`	indirecta
PyPI	beautifulsoup4	`4.14.3`	indirecta
PyPI	bleach	`6.3.0`	indirecta
PyPI	blinker	`1.9.0`	indirecta
PyPI	blis	`1.3.3`	indirecta
PyPI	boto3	`1.40.61`	indirecta
PyPI	boto3	`1.43.22`	indirecta
PyPI	botocore	`1.40.61`	indirecta
PyPI	botocore	`1.43.22`	indirecta
PyPI	build	`1.4.0`	indirecta
PyPI	cachetools	`6.2.6`	indirecta
PyPI	cachetools	`7.0.0`	indirecta
PyPI	cachetools	`7.0.1`	indirecta
PyPI	cachetools	`7.0.2`	indirecta
PyPI	cachetools	`7.1.1`	indirecta
PyPI	cachetools	`7.1.3`	indirecta
PyPI	cachetools	`7.1.4`	indirecta
PyPI	caio	`0.9.25`	indirecta
PyPI	catalogue	`2.0.10`	indirecta
PyPI	certifi	`2026.1.4`	indirecta
PyPI	certifi	`2026.2.25`	indirecta
PyPI	certifi	`2026.4.22`	indirecta
PyPI	certifi	`2026.5.20`	indirecta
PyPI	cffi	`2.0.0`	indirecta
PyPI	cfgv	`3.5.0`	indirecta
PyPI	chardet	`5.2.0`	indirecta
PyPI	charset-normalizer	`3.4.4`	indirecta
PyPI	charset-normalizer	`3.4.7`	indirecta
PyPI	chromadb	`1.1.1`	indirecta
PyPI	cint	`1.0.0`	indirecta
PyPI	circuitbreaker	`2.1.3`	indirecta
PyPI	click	`8.1.8`	indirecta
PyPI	click	`8.3.1`	indirecta
PyPI	click	`8.3.3`	indirecta
PyPI	click	`8.4.0`	indirecta
PyPI	click	`8.4.1`	indirecta
PyPI	click	`8.4.2`	indirecta
PyPI	cloudevents	`1.12.0`	indirecta
PyPI	cloudpathlib	`0.23.0`	indirecta
PyPI	cloudpathlib	`0.24.0`	indirecta
PyPI	cloudpickle	`3.1.2`	indirecta
PyPI	colorama	`0.4.6`	indirecta
PyPI	colorlog	`6.10.1`	indirecta
PyPI	comm	`0.2.3`	indirecta
PyPI	confection	`0.1.5`	indirecta
PyPI	confection	`1.3.3`	indirecta
PyPI	contourpy	`1.3.3`	indirecta
PyPI	courlan	`1.3.2`	indirecta
PyPI	coverage	`7.13.2`	indirecta
PyPI	coverage	`7.13.3`	indirecta
PyPI	coverage	`7.13.4`	indirecta
PyPI	coverage	`7.13.5`	indirecta
PyPI	coverage	`7.14.0`	indirecta
PyPI	crc32c	`2.8`	indirecta
PyPI	crewai	`1.13.0`	indirecta
PyPI	crewai	`1.6.1`	indirecta
PyPI	cryptography	`46.0.7`	indirecta
PyPI	cycler	`0.12.1`	indirecta
PyPI	cyclopts	`4.5.4`	indirecta
PyPI	cymem	`2.0.13`	indirecta
PyPI	dask	`2026.1.2`	indirecta
PyPI	dataclass-wizard	`0.39.1`	indirecta
PyPI	dataclasses-json	`0.6.7`	indirecta
PyPI	datasets	`4.5.0`	indirecta
PyPI	datasets	`4.6.1`	indirecta
PyPI	datasets	`4.8.4`	indirecta
PyPI	datasets	`4.8.5`	indirecta
PyPI	dateparser	`1.3.0`	indirecta
PyPI	debugpy	`1.8.20`	indirecta
PyPI	decorator	`5.2.1`	indirecta
PyPI	defusedxml	`0.7.1`	indirecta
PyPI	deprecated	`1.2.18`	indirecta
PyPI	deprecation	`2.1.0`	indirecta
PyPI	dill	`0.4.0`	indirecta
PyPI	dill	`0.4.1`	indirecta
PyPI	dirtyjson	`1.0.8`	indirecta
PyPI	diskcache	`5.6.3`	indirecta
PyPI	diskcache-weave	`5.6.3.post1`	indirecta
PyPI	distlib	`0.4.0`	indirecta
PyPI	distributed	`2026.1.2`	indirecta
PyPI	distro	`1.9.0`	indirecta
PyPI	dnspython	`2.8.0`	indirecta
PyPI	docopt	`0.6.2`	indirecta
PyPI	docstring-parser	`0.17.0`	indirecta
PyPI	docutils	`0.21.2`	indirecta
PyPI	docutils	`0.22.4`	indirecta
PyPI	durationpy	`0.10`	indirecta
PyPI	elastic-transport	`8.17.1`	indirecta
PyPI	elasticsearch	`8.19.3`	indirecta
PyPI	email-validator	`2.3.0`	indirecta
PyPI	et-xmlfile	`2.0.0`	indirecta
PyPI	events	`0.5`	indirecta
PyPI	exa-py	`1.16.1`	indirecta
PyPI	exa-py	`1.16.2`	indirecta
PyPI	exceptiongroup	`1.3.1`	indirecta
PyPI	executing	`2.2.1`	indirecta
PyPI	expandvars	`1.1.2`	indirecta
PyPI	extratools	`0.8.2.1`	indirecta
PyPI	fastapi	`0.129.0`	indirecta
PyPI	fastapi	`0.133.1`	indirecta
PyPI	fastapi	`0.135.1`	indirecta
PyPI	fastapi	`0.136.1`	indirecta
PyPI	fastapi	`0.136.3`	indirecta
PyPI	fastembed	`0.8.0`	indirecta
PyPI	fastjsonschema	`2.21.2`	indirecta
PyPI	fastmcp	`3.2.4`	indirecta
PyPI	fastuuid	`0.14.0`	indirecta
PyPI	feedparser	`6.0.12`	indirecta
PyPI	fickling	`0.1.7`	indirecta
PyPI	filelock	`3.20.3`	indirecta
PyPI	filelock	`3.24.3`	indirecta
PyPI	filelock	`3.25.0`	indirecta
PyPI	filelock	`3.29.0`	indirecta
PyPI	filelock	`3.29.1`	indirecta
PyPI	filetype	`1.2.0`	indirecta
PyPI	flask	`3.1`	indirecta
PyPI	flask	`3.1.2`	indirecta
PyPI	flask	`3.1.3`	indirecta
PyPI	flatbuffers	`25.12.19`	indirecta
PyPI	fonttools	`4.61.1`	indirecta
PyPI	fonttools	`4.62.1`	indirecta
PyPI	frozenlist	`1.8.0`	indirecta
PyPI	fsspec	`2025.10.0`	indirecta
PyPI	fsspec	`2026.2.0`	indirecta
PyPI	fsspec	`2026.4.0`	indirecta
PyPI	galileo	`1.39.0`	indirecta
PyPI	galileo	`1.46.2`	indirecta
PyPI	galileo-core	`3.95.1`	indirecta
PyPI	gitdb	`4.0.12`	indirecta
PyPI	gitpython	`3.1.46`	indirecta
PyPI	gitpython	`3.1.50`	indirecta
PyPI	google-adk	`1.35.0`	indirecta
PyPI	google-api-core	`2.30.0`	indirecta
PyPI	google-api-python-client	`2.190.0`	indirecta
PyPI	google-auth	`2.48.0`	indirecta
PyPI	google-auth	`2.53.0`	indirecta
PyPI	google-auth-httplib2	`0.3.0`	indirecta
PyPI	google-cloud-aiplatform	`1.157.0`	indirecta
PyPI	google-cloud-appengine-logging	`1.8.0`	indirecta
PyPI	google-cloud-audit-log	`0.4.0`	indirecta
PyPI	google-cloud-bigquery	`3.40.1`	indirecta
PyPI	google-cloud-bigquery-storage	`2.36.2`	indirecta
PyPI	google-cloud-bigtable	`2.35.0`	indirecta
PyPI	google-cloud-core	`2.5.0`	indirecta
PyPI	google-cloud-dataplex	`2.20.0`	indirecta
PyPI	google-cloud-discoveryengine	`0.13.12`	indirecta
PyPI	google-cloud-iam	`2.21.0`	indirecta
PyPI	google-cloud-logging	`3.13.0`	indirecta
PyPI	google-cloud-monitoring	`2.29.1`	indirecta
PyPI	google-cloud-pubsub	`2.35.0`	indirecta
PyPI	google-cloud-resource-manager	`1.16.0`	indirecta
PyPI	google-cloud-secret-manager	`2.26.0`	indirecta
PyPI	google-cloud-spanner	`3.63.0`	indirecta
PyPI	google-cloud-speech	`2.36.1`	indirecta
PyPI	google-cloud-storage	`3.11.0`	indirecta
PyPI	google-cloud-storage	`3.9.0`	indirecta
PyPI	google-cloud-trace	`1.18.0`	indirecta
PyPI	google-crc32c	`1.8.0`	indirecta
PyPI	google-genai	`1.75.0`	indirecta
PyPI	google-resumable-media	`2.8.0`	indirecta
PyPI	google-search-results	`2.4.2`	indirecta
PyPI	googleapis-common-protos	`1.72.0`	indirecta
PyPI	googleapis-common-protos	`1.73.1`	indirecta
PyPI	googleapis-common-protos	`1.75.0`	indirecta
PyPI	gql	`4.0.0`	indirecta
PyPI	graphql-core	`3.2.7`	indirecta
PyPI	graphviz	`0.21`	indirecta
PyPI	greenlet	`3.3.1`	indirecta
PyPI	greenlet	`3.3.2`	indirecta
PyPI	greenlet	`3.5.0`	indirecta
PyPI	greenlet	`3.5.1`	indirecta
PyPI	griffe	`1.15.0`	indirecta
PyPI	griffe	`2.0.0`	indirecta
PyPI	griffecli	`2.0.0`	indirecta
PyPI	griffelib	`2.0.0`	indirecta
PyPI	griffelib	`2.0.2`	indirecta
PyPI	grpc-google-iam-v1	`0.14.3`	indirecta
PyPI	grpc-interceptor	`0.15.4`	indirecta
PyPI	grpcio	`1.76.0`	indirecta
PyPI	grpcio	`1.78.0`	indirecta
PyPI	grpcio	`1.78.1`	indirecta
PyPI	grpcio	`1.80.0`	indirecta
PyPI	grpcio	`1.81.0`	indirecta
PyPI	grpcio-status	`1.71.2`	indirecta
PyPI	grpcio-status	`1.78.0`	indirecta
PyPI	gunicorn	`23.0.0`	indirecta
PyPI	h11	`0.16.0`	indirecta
PyPI	h2	`4.3.0`	indirecta
PyPI	haystack-ai	`2.24.1`	indirecta
PyPI	haystack-experimental	`0.19.0`	indirecta
PyPI	hf-xet	`1.2.0`	indirecta
PyPI	hf-xet	`1.3.1`	indirecta
PyPI	hf-xet	`1.3.2`	indirecta
PyPI	hf-xet	`1.5.0`	indirecta
PyPI	hf-xet	`1.5.1`	indirecta
PyPI	hpack	`4.1.0`	indirecta
PyPI	htmldate	`1.9.4`	indirecta
PyPI	httpcore	`1.0.9`	indirecta
PyPI	httplib2	`0.31.2`	indirecta
PyPI	httptools	`0.7.1`	indirecta
PyPI	httptools	`0.8.0`	indirecta
PyPI	httpx	`0.28.1`	indirecta
PyPI	httpx-sse	`0.4.3`	indirecta
PyPI	huggingface-hub	`0.36.0`	indirecta
PyPI	huggingface-hub	`0.36.2`	indirecta
PyPI	huggingface-hub	`1.16.1`	indirecta
PyPI	huggingface-hub	`1.17.0`	indirecta
PyPI	huggingface-hub	`1.21.0`	indirecta
PyPI	hyperframe	`6.1.0`	indirecta
PyPI	id	`1.6.1`	indirecta
PyPI	identify	`2.6.16`	indirecta
PyPI	idna	`3.11`	indirecta
PyPI	idna	`3.13`	indirecta
PyPI	idna	`3.15`	indirecta
PyPI	idna	`3.18`	indirecta
PyPI	ifaddr	`0.2.0`	indirecta
PyPI	imagesize	`1.4.1`	indirecta
PyPI	importlib-metadata	`8.7.1`	indirecta
PyPI	importlib-metadata	`8.9.0`	indirecta
PyPI	importlib-resources	`6.5.2`	indirecta
PyPI	iniconfig	`2.3.0`	indirecta
PyPI	instructor	`1.14.5`	indirecta
PyPI	instructor	`1.15.1`	indirecta
PyPI	intervaltree	`3.2.1`	indirecta
PyPI	ipykernel	`7.1.0`	indirecta
PyPI	ipykernel	`7.2.0`	indirecta
PyPI	ipython	`—`	indirecta
PyPI	ipython	`8.38.0`	indirecta
PyPI	isodate	`0.7.2`	indirecta
PyPI	itsdangerous	`2.2.0`	indirecta
PyPI	jaraco-classes	`3.4.0`	indirecta
PyPI	jaraco-context	`6.1.0`	indirecta
PyPI	jaraco-functools	`4.4.0`	indirecta
PyPI	jedi	`0.19.2`	indirecta
PyPI	jeepney	`0.9.0`	indirecta
PyPI	jinja2	`3.1.6`	indirecta
PyPI	jiter	`0.10.0`	indirecta
PyPI	jiter	`0.11.1`	indirecta
PyPI	jiter	`0.13.0`	indirecta
PyPI	jiter	`0.15.0`	indirecta
PyPI	jmespath	`1.1.0`	indirecta
PyPI	joblib	`1.5.3`	indirecta
PyPI	joserfc	`1.6.4`	indirecta
PyPI	joserfc	`1.6.5`	indirecta
PyPI	joserfc	`1.7.0`	indirecta
PyPI	json-repair	`0.25.2`	indirecta
PyPI	json5	`0.10.0`	indirecta
PyPI	json5	`0.13.0`	indirecta
PyPI	jsonpatch	`1.33`	indirecta
PyPI	jsonpath-ng	`1.8.0`	indirecta
PyPI	jsonpointer	`3.0.0`	indirecta
PyPI	jsonpointer	`3.1.1`	indirecta
PyPI	jsonref	`1.1.0`	indirecta
PyPI	jsonschema	`4.26.0`	indirecta
PyPI	jsonschema-path	`0.3.4`	indirecta
PyPI	jsonschema-path	`0.4.1`	indirecta
PyPI	jsonschema-specifications	`2025.9.1`	indirecta
PyPI	jupyter-client	`8.8.0`	indirecta
PyPI	jupyter-core	`5.9.1`	indirecta
PyPI	jupyterlab-pygments	`0.3.0`	indirecta
PyPI	justext	`3.0.2`	indirecta
PyPI	kaitaistruct	`0.11`	indirecta
PyPI	keyring	`25.7.0`	indirecta
PyPI	kiwisolver	`1.4.9`	indirecta
PyPI	kiwisolver	`1.5.0`	indirecta
PyPI	kubernetes	`35.0.0`	indirecta
PyPI	lance-namespace	`0.7.6`	indirecta
PyPI	lance-namespace-urllib3-client	`0.7.6`	indirecta
PyPI	lancedb	`0.30.0`	indirecta
PyPI	langchain	`1.2.10`	indirecta
PyPI	langchain	`1.3.4`	indirecta
PyPI	langchain-aws	`1.1.0`	indirecta
PyPI	langchain-aws	`1.5.0`	indirecta
PyPI	langchain-classic	`1.0.1`	indirecta
PyPI	langchain-classic	`1.0.5`	indirecta
PyPI	langchain-classic	`1.0.7`	indirecta
PyPI	langchain-community	`0.4.1`	indirecta
PyPI	langchain-core	`1.2.11`	indirecta
PyPI	langchain-core	`1.2.13`	indirecta
PyPI	langchain-core	`1.2.14`	indirecta
PyPI	langchain-core	`1.2.16`	indirecta
PyPI	langchain-core	`1.2.17`	indirecta
PyPI	langchain-core	`1.2.9`	indirecta
PyPI	langchain-core	`1.3.2`	indirecta
PyPI	langchain-core	`1.4.0`	indirecta
PyPI	langchain-exa	`1.1.0`	indirecta
PyPI	langchain-huggingface	`1.2.2`	indirecta
PyPI	langchain-litellm	`0.6.5`	indirecta
PyPI	langchain-litellm	`0.6.6`	indirecta
PyPI	langchain-milvus	`0.3.3`	indirecta
PyPI	langchain-nvidia-ai-endpoints	`1.0.4`	indirecta
PyPI	langchain-nvidia-ai-endpoints	`1.4.1`	indirecta
PyPI	langchain-oci	`0.2.5`	indirecta
PyPI	langchain-oci	`0.2.7`	indirecta
PyPI	langchain-openai	`1.1.10`	indirecta
PyPI	langchain-openai	`1.1.7`	indirecta
PyPI	langchain-openai	`1.1.9`	indirecta
PyPI	langchain-openai	`1.2.2`	indirecta
PyPI	langchain-protocol	`0.0.15`	indirecta
PyPI	langchain-protocol	`0.0.16`	indirecta
PyPI	langchain-tavily	`0.2.18`	indirecta
PyPI	langchain-text-splitters	`1.1.0`	indirecta
PyPI	langchain-text-splitters	`1.1.1`	indirecta
PyPI	langchain-text-splitters	`1.1.2`	indirecta
PyPI	langgraph	`1.0.10`	indirecta
PyPI	langgraph	`1.0.9`	indirecta
PyPI	langgraph	`1.2.4`	indirecta
PyPI	langgraph-checkpoint	`4.0.0`	indirecta
PyPI	langgraph-checkpoint	`4.0.1`	indirecta
PyPI	langgraph-checkpoint	`4.1.0`	indirecta
PyPI	langgraph-checkpoint	`4.1.1`	indirecta
PyPI	langgraph-prebuilt	`1.0.8`	indirecta
PyPI	langgraph-prebuilt	`1.1.0`	indirecta
PyPI	langgraph-sdk	`0.3.8`	indirecta
PyPI	langgraph-sdk	`0.3.9`	indirecta
PyPI	langgraph-sdk	`0.4.2`	indirecta
PyPI	langsmith	`0.8.0`	indirecta
PyPI	langsmith	`0.8.11`	indirecta
PyPI	lark	`1.3.1`	indirecta
PyPI	lazy-imports	`1.2.0`	indirecta
PyPI	lazy-object-proxy	`1.12.0`	indirecta
PyPI	linkify-it-py	`2.1.0`	indirecta
PyPI	litellm	`1.74.1`	indirecta
PyPI	litellm	`1.81.13`	indirecta
PyPI	litellm	`1.84.0`	indirecta
PyPI	litellm	`1.87.0`	indirecta
PyPI	llama-index	`0.14.23`	indirecta
PyPI	llama-index-core	`0.14.23`	indirecta
PyPI	llama-index-embeddings-azure-openai	`0.5.2`	indirecta
PyPI	llama-index-embeddings-nvidia	`0.4.2`	indirecta
PyPI	llama-index-embeddings-openai	`0.6.0`	indirecta
PyPI	llama-index-instrumentation	`0.4.2`	indirecta
PyPI	llama-index-instrumentation	`0.5.0`	indirecta
PyPI	llama-index-llms-anthropic	`0.8.6`	indirecta
PyPI	llama-index-llms-azure-openai	`0.5.5`	indirecta
PyPI	llama-index-llms-bedrock	`0.4.2`	indirecta
PyPI	llama-index-llms-litellm	`0.6.3`	indirecta
PyPI	llama-index-llms-nvidia	`0.5.1`	indirecta
PyPI	llama-index-llms-openai	`0.7.9`	indirecta
PyPI	llama-index-llms-openai-like	`0.7.2`	indirecta
PyPI	llama-index-readers-file	`0.5.6`	indirecta
PyPI	llama-index-workflows	`2.14.2`	indirecta
PyPI	llama-index-workflows	`2.22.1`	indirecta
PyPI	locket	`1.0.0`	indirecta
PyPI	lockfile	`0.12.2`	indirecta
PyPI	loguru	`0.7.3`	indirecta
PyPI	lxml	`5.4.0`	indirecta
PyPI	lxml	`6.0.2`	indirecta
PyPI	lxml-html-clean	`0.4.4`	indirecta
PyPI	mako	`1.3.10`	indirecta
PyPI	markdown-it-py	`3.0.0`	indirecta
PyPI	markdown-it-py	`4.0.0`	indirecta
PyPI	markdown-it-py	`4.2.0`	indirecta
PyPI	markdownify	`1.2.2`	indirecta
PyPI	markupsafe	`3.0.3`	indirecta
PyPI	marshmallow	`3.26.2`	indirecta
PyPI	matplotlib	`3.10.8`	indirecta
PyPI	matplotlib-inline	`0.2.1`	indirecta
PyPI	mcp	`1.26.0`	indirecta
PyPI	mcp	`1.27.1`	indirecta
PyPI	mcp-server-time	`2025.9.25`	indirecta
PyPI	mdit-py-plugins	`0.5.0`	indirecta
PyPI	mdit-py-plugins	`0.6.1`	indirecta
PyPI	mdurl	`0.1.2`	indirecta
PyPI	mem0ai	`0.1.115`	indirecta
PyPI	mem0ai	`0.1.116`	indirecta
PyPI	mem0ai	`0.1.118`	indirecta
PyPI	memmachine-client	`0.3.0`	indirecta
PyPI	memmachine-common	`0.3.0`	indirecta
PyPI	memmachine-common	`0.3.3`	indirecta
PyPI	microsoft-agents-a365-notifications	`0.1.0`	indirecta
PyPI	microsoft-agents-a365-observability-core	`1.0.0`	indirecta
PyPI	microsoft-agents-a365-runtime	`1.0.0`	indirecta
PyPI	microsoft-agents-a365-tooling	`0.1.0`	indirecta
PyPI	microsoft-agents-activity	`0.8.0`	indirecta
PyPI	microsoft-agents-authentication-msal	`0.8.0`	indirecta
PyPI	microsoft-agents-hosting-aiohttp	`0.8.0`	indirecta
PyPI	microsoft-agents-hosting-core	`0.8.0`	indirecta
PyPI	milvus-lite	`2.5.1`	indirecta
PyPI	minio	`7.2.20`	indirecta
PyPI	mistune	`3.2.0`	indirecta
PyPI	ml-dtypes	`0.5.4`	indirecta
PyPI	mmh3	`5.2.0`	indirecta
PyPI	mmh3	`5.2.1`	indirecta
PyPI	more-itertools	`10.8.0`	indirecta
PyPI	mpmath	`1.3.0`	indirecta
PyPI	msal	`1.34.0`	indirecta
PyPI	msal	`1.36.0`	indirecta
PyPI	msal-extensions	`1.3.1`	indirecta
PyPI	msgpack	`1.1.2`	indirecta
PyPI	multidict	`6.7.1`	indirecta
PyPI	multiprocess	`0.70.18`	indirecta
PyPI	multiprocess	`0.70.19`	indirecta
PyPI	murmurhash	`1.0.15`	indirecta
PyPI	mypy-extensions	`1.1.0`	indirecta
PyPI	myst-parser	`4.0.1`	indirecta
PyPI	narwhals	`2.16.0`	indirecta
PyPI	narwhals	`2.17.0`	indirecta
PyPI	narwhals	`2.22.0`	indirecta
PyPI	nat-a365-example	`0.1.0`	indirecta
PyPI	nbclient	`0.10.4`	indirecta
PyPI	nbconvert	`7.17.0`	indirecta
PyPI	nbformat	`5.10.4`	indirecta
PyPI	nbsphinx	`0.9.8`	indirecta
PyPI	nemo-agent-toolkit-redis	`0.2.0`	indirecta
PyPI	nemo-agent-toolkit-tavily	`0.1.0`	indirecta
PyPI	nemo-microservices	`1.5.0`	indirecta
PyPI	nemoguardrails	`0.21.0`	indirecta
PyPI	nest-asyncio	`1.6.0`	indirecta
PyPI	nest-asyncio2	`1.7.1`	indirecta
PyPI	nest-asyncio2	`1.7.2`	indirecta
PyPI	networkx	`3.6.1`	indirecta
PyPI	nh3	`0.3.3`	indirecta
PyPI	nltk	`3.9.4`	indirecta
PyPI	nodeenv	`1.10.0`	indirecta
PyPI	numpy	`—`	indirecta
PyPI	numpy	`2.4.2`	indirecta
PyPI	numpy	`2.4.4`	indirecta
PyPI	numpy	`2.4.6`	indirecta
PyPI	nvidia-haystack	`0.3.0`	indirecta
PyPI	nvidia-nat-atif	`—`	indirecta
PyPI	nvidia-nat-atif	`1.8.0`	indirecta
PyPI	nvidia-nat-core	`—`	indirecta
PyPI	nvidia-nat-core	`1.8.0`	indirecta
PyPI	nvidia-nat-eval	`—`	indirecta
PyPI	nvidia-nat-mcp	`—`	indirecta
PyPI	nvidia-nat-opentelemetry	`—`	indirecta
PyPI	nvidia-nat-test	`—`	indirecta
PyPI	nvidia-rag	`2.4.0`	indirecta
PyPI	nvidia-rag	`2.5.0`	indirecta
PyPI	nvidia-sphinx-theme	`0.0.9.post1`	indirecta
PyPI	oauthlib	`3.3.1`	indirecta
PyPI	oci	`2.171.0`	indirecta
PyPI	oci	`2.177.0`	indirecta
PyPI	oci-openai	`1.1.0`	indirecta
PyPI	onnxruntime	`1.24.2`	indirecta
PyPI	onnxruntime	`1.26.0`	indirecta
PyPI	openai	`1.109.1`	indirecta
PyPI	openai	`2.21.0`	indirecta
PyPI	openai	`2.24.0`	indirecta
PyPI	openai	`2.30.0`	indirecta
PyPI	openai	`2.31.0`	indirecta
PyPI	openai	`2.36.0`	indirecta
PyPI	openai	`2.40.0`	indirecta
PyPI	openapi-core	`0.19.4`	indirecta
PyPI	openapi-pydantic	`0.5.1`	indirecta
PyPI	openapi-schema-validator	`0.6.3`	indirecta
PyPI	openapi-spec-validator	`0.7.2`	indirecta
PyPI	openevals	`0.1.3`	indirecta
PyPI	openevals	`0.2.0`	indirecta
PyPI	openinference-instrumentation	`0.1.44`	indirecta
PyPI	openinference-instrumentation	`0.1.46`	indirecta
PyPI	openinference-instrumentation	`0.1.51`	indirecta
PyPI	openinference-instrumentation-langchain	`0.1.29`	indirecta
PyPI	openinference-semantic-conventions	`0.1.26`	indirecta
PyPI	openinference-semantic-conventions	`0.1.29`	indirecta
PyPI	openinference-semantic-conventions	`0.1.30`	indirecta
PyPI	openpipe-art	`0.5.17`	indirecta
PyPI	openpyxl	`3.1.5`	indirecta
PyPI	opensearch-haystack	`4.6.0`	indirecta
PyPI	opensearch-py	`2.8.0`	indirecta
PyPI	opentelemetry-api	`1.34.1`	indirecta
PyPI	opentelemetry-api	`1.38.0`	indirecta
PyPI	opentelemetry-api	`1.39.1`	indirecta
PyPI	opentelemetry-api	`1.40.0`	indirecta
PyPI	opentelemetry-api	`1.42.0`	indirecta
PyPI	opentelemetry-api	`1.42.1`	indirecta
PyPI	opentelemetry-exporter-gcp-logging	`1.11.0a0`	indirecta
PyPI	opentelemetry-exporter-gcp-logging	`1.12.0a0`	indirecta
PyPI	opentelemetry-exporter-gcp-monitoring	`1.11.0a0`	indirecta
PyPI	opentelemetry-exporter-gcp-trace	`1.11.0`	indirecta
PyPI	opentelemetry-exporter-otlp	`1.39.1`	indirecta
PyPI	opentelemetry-exporter-otlp	`1.40.0`	indirecta
PyPI	opentelemetry-exporter-otlp	`1.42.0`	indirecta
PyPI	opentelemetry-exporter-otlp	`1.42.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-common	`1.34.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-common	`1.38.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-common	`1.39.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-common	`1.40.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-common	`1.42.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-common	`1.42.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.34.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.39.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.40.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.42.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.42.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-http	`1.34.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-http	`1.38.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-http	`1.39.1`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-http	`1.40.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-http	`1.42.0`	indirecta
PyPI	opentelemetry-exporter-otlp-proto-http	`1.42.1`	indirecta
PyPI	opentelemetry-instrumentation	`0.60b1`	indirecta
PyPI	opentelemetry-instrumentation-threading	`0.60b1`	indirecta
PyPI	opentelemetry-proto	`1.34.1`	indirecta
PyPI	opentelemetry-proto	`1.38.0`	indirecta
PyPI	opentelemetry-proto	`1.39.1`	indirecta
PyPI	opentelemetry-proto	`1.40.0`	indirecta
PyPI	opentelemetry-proto	`1.42.0`	indirecta
PyPI	opentelemetry-proto	`1.42.1`	indirecta
PyPI	opentelemetry-resourcedetector-gcp	`1.11.0a0`	indirecta
PyPI	opentelemetry-sdk	`1.34.1`	indirecta
PyPI	opentelemetry-sdk	`1.38.0`	indirecta
PyPI	opentelemetry-sdk	`1.39.1`	indirecta
PyPI	opentelemetry-sdk	`1.40.0`	indirecta
PyPI	opentelemetry-sdk	`1.42.0`	indirecta
PyPI	opentelemetry-sdk	`1.42.1`	indirecta
PyPI	opentelemetry-semantic-conventions	`0.55b1`	indirecta
PyPI	opentelemetry-semantic-conventions	`0.59b0`	indirecta
PyPI	opentelemetry-semantic-conventions	`0.60b1`	indirecta
PyPI	opentelemetry-semantic-conventions	`0.61b0`	indirecta
PyPI	opentelemetry-semantic-conventions	`0.63b0`	indirecta
PyPI	opentelemetry-semantic-conventions	`0.63b1`	indirecta
PyPI	optuna	`4.4.0`	indirecta
PyPI	orjson	`3.11.6`	indirecta
PyPI	orjson	`3.11.7`	indirecta
PyPI	orjson	`3.11.8`	indirecta
PyPI	orjson	`3.11.9`	indirecta
PyPI	ormsgpack	`1.12.2`	indirecta
PyPI	overrides	`7.7.0`	indirecta
PyPI	packaging	`25.0`	indirecta
PyPI	packaging	`26.0`	indirecta
PyPI	packaging	`26.2`	indirecta
PyPI	pandas	`—`	indirecta
PyPI	pandas	`2.3.3`	indirecta
PyPI	pandocfilters	`1.5.1`	indirecta
PyPI	parse	`1.21.1`	indirecta
PyPI	parso	`0.8.5`	indirecta
PyPI	parso	`0.8.6`	indirecta
PyPI	partd	`1.4.2`	indirecta
PyPI	pathable	`0.4.4`	indirecta
PyPI	pathable	`0.5.0`	indirecta
PyPI	pdfminer-six	`20251230`	indirecta
PyPI	pdfminer-six	`20260107`	indirecta
PyPI	pdfplumber	`0.11.10`	indirecta
PyPI	pdfplumber	`0.11.9`	indirecta
PyPI	pexpect	`4.9.0`	indirecta
PyPI	phonenumbers	`9.0.24`	indirecta
PyPI	phonenumbers	`9.0.31`	indirecta
PyPI	pillow	`12.1.0`	indirecta
PyPI	pillow	`12.1.1`	indirecta
PyPI	pillow	`12.2.0`	indirecta
PyPI	pip	`26.0`	indirecta
PyPI	pip	`26.0.1`	indirecta
PyPI	pip	`26.1`	indirecta
PyPI	pip	`26.1.1`	indirecta
PyPI	pip	`26.1.2`	indirecta
PyPI	pkce	`1.0.3`	indirecta
PyPI	pkginfo	`1.12.1.2`	indirecta
PyPI	platformdirs	`4.10.0`	indirecta
PyPI	platformdirs	`4.5.1`	indirecta
PyPI	platformdirs	`4.9.2`	indirecta
PyPI	platformdirs	`4.9.6`	indirecta
PyPI	plotly	`—`	indirecta
PyPI	plotly	`6.5.2`	indirecta
PyPI	plotly	`6.8.0`	indirecta
PyPI	pluggy	`1.6.0`	indirecta
PyPI	polars	`1.39.3`	indirecta
PyPI	polars-runtime-32	`1.39.3`	indirecta
PyPI	polyfile-weave	`0.5.9`	indirecta
PyPI	portalocker	`2.7.0`	indirecta
PyPI	portalocker	`3.2.0`	indirecta
PyPI	posthog	`5.4.0`	indirecta
PyPI	posthog	`7.9.3`	indirecta
PyPI	prance	`25.4.8.0`	indirecta
PyPI	pre-commit	`4.5.1`	indirecta
PyPI	prefixspan	`0.5.2`	indirecta
PyPI	preshed	`3.0.12`	indirecta
PyPI	preshed	`3.0.13`	indirecta
PyPI	presidio-analyzer	`2.2.361`	indirecta
PyPI	presidio-analyzer	`2.2.362`	indirecta
PyPI	presidio-anonymizer	`2.2.361`	indirecta
PyPI	presidio-anonymizer	`2.2.362`	indirecta
PyPI	prompt-toolkit	`3.0.52`	indirecta
PyPI	propcache	`0.4.1`	indirecta
PyPI	propcache	`0.5.2`	indirecta
PyPI	proto-plus	`1.27.1`	indirecta
PyPI	protobuf	`5.29.6`	indirecta
PyPI	protobuf	`6.33.5`	indirecta
PyPI	protobuf	`6.33.6`	indirecta
PyPI	protobuf	`7.34.0`	indirecta
PyPI	protobuf	`7.34.1`	indirecta
PyPI	psutil	`6.0.0`	indirecta
PyPI	psutil	`7.2.2`	indirecta
PyPI	ptyprocess	`0.7.0`	indirecta
PyPI	pure-eval	`0.2.3`	indirecta
PyPI	py-key-value-aio	`0.4.4`	indirecta
PyPI	py-rust-stemmers	`0.1.8`	indirecta
PyPI	pyarrow	`23.0.0`	indirecta
PyPI	pyarrow	`23.0.1`	indirecta
PyPI	pyarrow	`24.0.0`	indirecta
PyPI	pyasn1	`0.6.2`	indirecta
PyPI	pyasn1-modules	`0.4.2`	indirecta
PyPI	pybars4	`0.9.13`	indirecta
PyPI	pybase64	`1.4.3`	indirecta
PyPI	pycparser	`3.0`	indirecta
PyPI	pycryptodome	`3.23.0`	indirecta
PyPI	pydantic	`—`	indirecta
PyPI	pydantic	`2.11.10`	indirecta
PyPI	pydantic	`2.12.5`	indirecta
PyPI	pydantic	`2.13.4`	indirecta
PyPI	pydantic-core	`2.33.2`	indirecta
PyPI	pydantic-core	`2.41.5`	indirecta
PyPI	pydantic-core	`2.46.4`	indirecta
PyPI	pydantic-partial	`0.10.2`	indirecta
PyPI	pydantic-settings	`2.10.1`	indirecta
PyPI	pydantic-settings	`2.12.0`	indirecta
PyPI	pydantic-settings	`2.13.0`	indirecta
PyPI	pydantic-settings	`2.13.1`	indirecta
PyPI	pydantic-settings	`2.14.0`	indirecta
PyPI	pydantic-settings	`2.14.1`	indirecta
PyPI	pydata-sphinx-theme	`0.16.1`	indirecta
PyPI	pyee	`13.0.1`	indirecta
PyPI	pygments	`2.19.2`	indirecta
PyPI	pygments	`2.20.0`	indirecta
PyPI	pyjwt	`2.13.0`	indirecta
PyPI	pylibsrtp	`1.0.0`	indirecta
PyPI	pymeta3	`0.5.1`	indirecta
PyPI	pymilvus	`2.6.9`	indirecta
PyPI	pymilvus-model	`0.3.2`	indirecta
PyPI	pymysql	`1.1.2`	indirecta
PyPI	pyopenssl	`25.3.0`	indirecta
PyPI	pyopenssl	`26.0.0`	indirecta
PyPI	pyopenssl	`26.2.0`	indirecta
PyPI	pyparsing	`3.3.2`	indirecta
PyPI	pypdf	`6.6.2`	indirecta
PyPI	pypdf	`6.7.1`	indirecta
PyPI	pypdf	`6.7.4`	indirecta
PyPI	pypdfium2	`5.10.1`	indirecta
PyPI	pypdfium2	`5.5.0`	indirecta
PyPI	pyperclip	`1.11.0`	indirecta
PyPI	pypika	`0.51.1`	indirecta
PyPI	pyproject-hooks	`1.2.0`	indirecta
PyPI	pyreadline3	`3.5.4`	indirecta
PyPI	pytest	`9.0.3`	indirecta
PyPI	pytest-asyncio	`1.3.0`	indirecta
PyPI	pytest-cov	`6.3.0`	indirecta
PyPI	pytest-httpserver	`1.1.3`	indirecta
PyPI	pytest-httpserver	`1.1.4`	indirecta
PyPI	pytest-httpserver	`1.1.5`	indirecta
PyPI	pytest-timeout	`2.4.0`	indirecta
PyPI	python-daemon	`3.1.2`	indirecta
PyPI	python-dateutil	`2.9.0.post0`	indirecta
PyPI	python-docx	`1.2.0`	indirecta
PyPI	python-dotenv	`1.1.1`	indirecta
PyPI	python-dotenv	`1.2.1`	indirecta
PyPI	python-dotenv	`1.2.2`	indirecta
PyPI	python-multipart	`0.0.22`	indirecta
PyPI	python-multipart	`0.0.27`	indirecta
PyPI	python-multipart	`0.0.29`	indirecta
PyPI	python-multipart	`0.0.30`	indirecta
PyPI	python-ulid	`3.1.0`	indirecta
PyPI	pytz	`2025.2`	indirecta
PyPI	pytz	`2026.1.post1`	indirecta
PyPI	pytz	`2026.2`	indirecta
PyPI	pyuwsgi	`2.0.*`	indirecta
PyPI	pywin32	`311`	indirecta
PyPI	pywin32-ctypes	`0.2.3`	indirecta
PyPI	pyyaml	`6.0.3`	indirecta
PyPI	pyzmq	`27.1.0`	indirecta
PyPI	qdrant-client	`1.17.0`	indirecta
PyPI	ragas	`0.4.3`	indirecta
PyPI	readme-renderer	`44.0`	indirecta
PyPI	redis	`5.3.1`	indirecta
PyPI	redis	`7.2.0`	indirecta
PyPI	redisvl	`0.22.0`	indirecta
PyPI	referencing	`0.36.2`	indirecta
PyPI	referencing	`0.37.0`	indirecta
PyPI	regex	`2026.1.15`	indirecta
PyPI	regex	`2026.2.19`	indirecta
PyPI	regex	`2026.2.28`	indirecta
PyPI	regex	`2026.5.9`	indirecta
PyPI	requests	`2.32.5`	indirecta
PyPI	requests	`2.33.1`	indirecta
PyPI	requests	`2.34.2`	indirecta
PyPI	requests-file	`3.0.1`	indirecta
PyPI	requests-oauthlib	`2.0.0`	indirecta
PyPI	requests-toolbelt	`1.0.0`	indirecta
PyPI	rfc3339-validator	`0.1.4`	indirecta
PyPI	rfc3986	`2.0.0`	indirecta
PyPI	rich	`14.3.1`	indirecta
PyPI	rich	`14.3.2`	indirecta
PyPI	rich	`14.3.3`	indirecta
PyPI	rich	`14.3.4`	indirecta
PyPI	rich-rst	`1.3.2`	indirecta
PyPI	roman-numerals	`4.1.0`	indirecta
PyPI	roman-numerals-py	`4.1.0`	indirecta
PyPI	rpds-py	`0.30.0`	indirecta
PyPI	rpds-py	`2026.5.1`	indirecta
PyPI	rsa	`4.9.1`	indirecta
PyPI	ruamel-yaml	`0.19.1`	indirecta
PyPI	ruamel-yaml-clibz	`0.3.5`	indirecta
PyPI	ruff	`0.15.0`	indirecta
PyPI	s3transfer	`0.14.0`	indirecta
PyPI	s3transfer	`0.18.0`	indirecta
PyPI	safetensors	`0.7.0`	indirecta
PyPI	scikit-learn	`1.8.0`	indirecta
PyPI	scikit-network	`0.33.5`	indirecta
PyPI	scipy	`—`	indirecta
PyPI	scipy	`1.17.0`	indirecta
PyPI	scipy	`1.17.1`	indirecta
PyPI	seaborn	`0.13.2`	indirecta
PyPI	secretstorage	`3.5.0`	indirecta
PyPI	semantic-kernel	`1.42.0`	indirecta
PyPI	sentry-sdk	`2.53.0`	indirecta
PyPI	setproctitle	`1.3.7`	indirecta
PyPI	setuptools	`80.10.2`	indirecta
PyPI	setuptools	`81.0.0`	indirecta
PyPI	setuptools	`82.0.0`	indirecta
PyPI	setuptools	`82.0.1`	indirecta
PyPI	setuptools-dynamic-dependencies	`—`	indirecta
PyPI	setuptools-scm	`—`	indirecta
PyPI	setuptools-scm	`9.2.2`	indirecta
PyPI	sgmllib3k	`1.0.0`	indirecta
PyPI	shellingham	`1.5.4`	indirecta
PyPI	simpleeval	`1.0.7`	indirecta
PyPI	simsimd	`6.5.13`	indirecta
PyPI	six	`1.17.0`	indirecta
PyPI	slack-bolt	`1.27.0`	indirecta
PyPI	slack-sdk	`3.40.1`	indirecta
PyPI	smart-open	`7.5.0`	indirecta
PyPI	smart-open	`7.6.1`	indirecta
PyPI	smmap	`5.0.2`	indirecta
PyPI	sniffio	`1.3.1`	indirecta
PyPI	snowballstemmer	`3.0.1`	indirecta
PyPI	sortedcontainers	`2.4.0`	indirecta
PyPI	soupsieve	`2.8.3`	indirecta
PyPI	soupsieve	`2.8.4`	indirecta
PyPI	spacy	`3.8.11`	indirecta
PyPI	spacy	`3.8.14`	indirecta
PyPI	spacy-legacy	`3.0.12`	indirecta
PyPI	spacy-loggers	`1.0.5`	indirecta
PyPI	sphinx	`8.2.3`	indirecta
PyPI	sphinx-autoapi	`3.7.0`	indirecta
PyPI	sphinx-copybutton	`0.5.2`	indirecta
PyPI	sphinx-design	`0.7.0`	indirecta
PyPI	sphinx-mermaid	`0.0.8`	indirecta
PyPI	sphinx-reredirects	`1.1.0`	indirecta
PyPI	sphinxcontrib-applehelp	`2.0.0`	indirecta
PyPI	sphinxcontrib-devhelp	`2.0.0`	indirecta
PyPI	sphinxcontrib-htmlhelp	`2.1.0`	indirecta
PyPI	sphinxcontrib-jsmath	`1.0.1`	indirecta
PyPI	sphinxcontrib-qthelp	`2.0.0`	indirecta
PyPI	sphinxcontrib-serializinghtml	`2.0.0`	indirecta
PyPI	sqlalchemy	`2.0.46`	indirecta
PyPI	sqlalchemy	`2.0.47`	indirecta
PyPI	sqlalchemy	`2.0.48`	indirecta
PyPI	sqlalchemy	`2.0.49`	indirecta
PyPI	sqlalchemy	`2.0.50`	indirecta
PyPI	sqlalchemy-spanner	`1.17.2`	indirecta
PyPI	sqlparse	`0.5.5`	indirecta
PyPI	srsly	`2.5.2`	indirecta
PyPI	srsly	`2.5.3`	indirecta
PyPI	sse-starlette	`3.0.3`	indirecta
PyPI	sse-starlette	`3.2.0`	indirecta
PyPI	sse-starlette	`3.4.4`	indirecta
PyPI	stack-data	`0.6.3`	indirecta
PyPI	starlette	`0.52.1`	indirecta
PyPI	starlette	`1.0.0`	indirecta
PyPI	starlette	`1.2.1`	indirecta
PyPI	stdlib-list	`0.11.1`	indirecta
PyPI	strands-agents	`1.27.0`	indirecta
PyPI	strands-agents	`1.34.1`	indirecta
PyPI	strands-agents	`1.35.0`	indirecta
PyPI	strands-agents-tools	`0.2.21`	indirecta
PyPI	striprtf	`0.0.26`	indirecta
PyPI	sympy	`1.14.0`	indirecta
PyPI	tabulate	`0.10.0`	indirecta
PyPI	tabulate	`0.9.0`	indirecta
PyPI	tavily-python	`0.7.25`	indirecta
PyPI	tblib	`3.2.2`	indirecta
PyPI	tenacity	`8.3.0`	indirecta
PyPI	tenacity	`9.1.2`	indirecta
PyPI	tenacity	`9.1.3`	indirecta
PyPI	tenacity	`9.1.4`	indirecta
PyPI	textual	`8.2.6`	indirecta
PyPI	thinc	`8.3.10`	indirecta
PyPI	thinc	`8.3.13`	indirecta
PyPI	threadpoolctl	`3.6.0`	indirecta
PyPI	tiktoken	`0.12.0`	indirecta
PyPI	tiktoken	`0.13.0`	indirecta
PyPI	tinycss2	`1.4.0`	indirecta
PyPI	tinytag	`2.2.0`	indirecta
PyPI	tinytag	`2.2.1`	indirecta
PyPI	tld	`0.13.1`	indirecta
PyPI	tldextract	`5.3.1`	indirecta
PyPI	tokenizers	`0.22.2`	indirecta
PyPI	tokenizers	`0.23.1`	indirecta
PyPI	tomli	`2.0.2`	indirecta
PyPI	tomli	`2.4.0`	indirecta
PyPI	tomli	`2.4.1`	indirecta
PyPI	tomli-w	`1.1.0`	indirecta
PyPI	tomli-w	`1.2.0`	indirecta
PyPI	toolz	`1.1.0`	indirecta
PyPI	tornado	`6.5.4`	indirecta
PyPI	tqdm	`4.67.2`	indirecta
PyPI	tqdm	`4.67.3`	indirecta
PyPI	tqdm	`4.68.1`	indirecta
PyPI	trafilatura	`2.0.0`	indirecta
PyPI	traitlets	`5.14.3`	indirecta
PyPI	transformers	`5.12.1`	indirecta
PyPI	twine	`6.2.0`	indirecta
PyPI	typer	`0.23.1`	indirecta
PyPI	typer	`0.24.0`	indirecta
PyPI	typer	`0.24.1`	indirecta
PyPI	typer	`0.25.1`	indirecta
PyPI	typer	`0.26.7`	indirecta
PyPI	typer-slim	`0.24.0`	indirecta
PyPI	typing-extensions	`4.15.0`	indirecta
PyPI	typing-inspect	`0.9.0`	indirecta
PyPI	typing-inspection	`0.4.2`	indirecta
PyPI	tzdata	`2025.3`	indirecta
PyPI	tzdata	`2026.2`	indirecta
PyPI	tzlocal	`5.3.1`	indirecta
PyPI	uc-micro-py	`2.0.0`	indirecta
PyPI	uncalled-for	`0.3.2`	indirecta
PyPI	uritemplate	`4.2.0`	indirecta
PyPI	urllib3	`2.6.3`	indirecta
PyPI	urllib3	`2.7.0`	indirecta
PyPI	usearch	`2.21.0`	indirecta
PyPI	usearch	`2.23.0`	indirecta
PyPI	uuid-utils	`0.14.0`	indirecta
PyPI	uuid-utils	`0.14.1`	indirecta
PyPI	uuid-utils	`0.16.0`	indirecta
PyPI	uv	`0.9.28`	indirecta
PyPI	uv	`0.9.30`	indirecta
PyPI	uvicorn	`0.40.0`	indirecta
PyPI	uvicorn	`0.41.0`	indirecta
PyPI	uvicorn	`0.46.0`	indirecta
PyPI	uvicorn	`0.47.0`	indirecta
PyPI	uvicorn	`0.48.0`	indirecta
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                "key": "openssf_scorecard_signed_releases",
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "days_since_last_human_commit_is_floor": false
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              {
                "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",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 89,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
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            "value": 87,
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              "forks": 712,
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              "watchers": 32,
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            "components": [
              {
                "key": "stars",
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                "detail": "2,505 stars",
                "points": 55.1,
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                  {
                    "code": "stars",
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                      "count": 2505
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "712 forks",
                "points": 23.8,
                "status": "partial",
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                  {
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                      "count": 712
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "32 watchers",
                "points": 8.3,
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                "details": [
                  {
                    "code": "watchers",
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                      "count": 32
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
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                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "status": "met",
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              },
              {
                "key": "code_of_conduct",
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                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
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              {
                "key": "issue_template",
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                "status": "missed",
                "details": [],
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                "key": "pr_template",
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          },
          {
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              {
                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 87,
            "inputs": {
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              "dependents": null,
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              "monthly_downloads": 161041
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            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
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                "points": 69.4,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 161041,
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
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                  {
                    "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",
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        "name": "Sustainability & Governance",
        "value": 88,
        "weight": 0.24,
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          {
            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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              "bus_factor": 4,
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "4 contributor(s) cover half of all commits",
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                      "count": 4
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                  }
                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
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                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 23
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                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
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                  }
                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 10 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 1456,
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              "issue_closed_ratio": 0.929,
              "closed_unmerged_prs": 275
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "93% of issues closed",
                "points": 43.4,
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                  {
                    "code": "issues_closed_share",
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                      "share": 93
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1456/1731 decided PRs merged",
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                "status": "partial",
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                    "code": "decided_prs_merged",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
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                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
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            "note": null,
            "notes": [],
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            "inputs": {
              "followers": 28148,
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              "is_verified": null,
              "owner_login": "NVIDIA",
              "public_repos": 769,
              "account_age_days": 5183
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            "components": [
              {
                "key": "ownership_backing",
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                "detail": "organization-owned",
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                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
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              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "28,148 followers of NVIDIA",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 28148,
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "769 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 769
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                  {
                    "code": "account_age_years",
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                "max_points": 25
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            ]
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          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
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            "notes": [],
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              "ecosystems": "pypi",
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
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                "max_points": 25
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                "key": "publish_recency",
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                    "code": "publish_recency",
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                "max_points": 35
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              {
                "key": "version_history",
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                "detail": "449 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                      "count": 449
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                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
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                "detail": "active, not deprecated or yanked",
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                "details": [
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                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
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        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
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            "key": "engineering_practices",
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            "note": null,
            "notes": [],
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            "components": [
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                "key": "ci_workflows",
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                    "code": "ci_workflows",
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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              },
              {
                "key": "linter_config",
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              {
                "key": "pre_commit_hooks",
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              {
                "key": "editorconfig",
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                "status": "missed",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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            ]
          },
          {
            "key": "documentation",
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            "inputs": {
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            "components": [
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              },
              {
                "key": "documentation_directory",
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                "key": "documentation_homepage_site",
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              {
                "key": "repository_description",
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              },
              {
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              {
                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 60,
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              {
                "key": "branch_protection",
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              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "code_review",
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              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 10 contributing companies or organizations",
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                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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 4 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 2",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "179 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 7
            },
            "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": 71,
        "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": [
                ".cursor/rules/cursor-rules.mdc",
                ".cursor/rules/documentation/capitalization.mdc",
                ".cursor/rules/documentation/categories.mdc",
                ".cursor/rules/documentation/formatting.mdc",
                ".cursor/rules/documentation/general.mdc",
                ".cursor/rules/documentation/latinisms.mdc",
                ".cursor/rules/documentation/lists-and-tables.mdc",
                ".cursor/rules/documentation/numbers-and-dates.mdc",
                ".cursor/rules/documentation/punctuation.mdc",
                ".cursor/rules/documentation/voice-and-tone.mdc",
                ".cursor/rules/documentation/writing-process.mdc",
                ".cursor/rules/general.mdc",
                ".cursor/rules/nat-agents/general.mdc",
                ".cursor/rules/nat-cli/general.mdc",
                ".cursor/rules/nat-cli/nat-eval.mdc",
                ".cursor/rules/nat-cli/nat-info.mdc",
                ".cursor/rules/nat-cli/nat-run-serve.mdc",
                ".cursor/rules/nat-cli/nat-workflow.mdc",
                ".cursor/rules/nat-setup/general.mdc",
                ".cursor/rules/nat-setup/nat-toolkit-installation.mdc",
                ".cursor/rules/nat-tests/general.mdc",
                ".cursor/rules/nat-tests/integration-tests.mdc",
                ".cursor/rules/nat-tests/nat-test-llm.mdc",
                ".cursor/rules/nat-workflows/add-functions.mdc",
                ".cursor/rules/nat-workflows/add-tools.mdc",
                ".cursor/rules/nat-workflows/general.mdc",
                "AGENTS.md",
                "skills/nat-agent-configuration/references/agents.md"
              ],
              "agent_instruction_max_bytes": 10375
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.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": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 77,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, 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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 2",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 85894,
              "source_files_sampled": 1643,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/1643 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1643,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
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                      "files": "examples, notebooks"
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                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-20T09:03:50.162869Z",
  "schema_version": "0.15.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/NVIDIA/NeMo-Agent-Toolkit.svg",
  "full_name": "NVIDIA/NeMo-Agent-Toolkit",
  "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 v0.15.0 — metodología completa · wiki de métricas.

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

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