Registro público
Informe de salud del softwareesquema 0.23.0 · métricas 1.13.0 · 2026-07-21 17:55 UTC

faust-streaming / faust

Python Stream Processing. A Faust fork

PythonLicencia propia★ 1879 estrellas⑂ 205 forksdesde oct 2020Ver en GitHub ↗

faust-streaming/faust tiene un índice de salud de 77 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Engineering Quality (100/100) y la más baja, Sustainability & Governance (60/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

77
global / 100
Bueno

Índice de salud del software

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

77
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

faust-streamingOrganización
18 seguidores5 repositorios públicosdesde oct 2020

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
PyPIfaust-streaming0.13.0-194hace 0 díasstreamprocessingasynciodistributedqueuekafka

Métricas por categoría

Vitalidad

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

74Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
2.1/36Cadencia de commits — 3/52 semanas con commits
13.9/18Volumen de commits — 34 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year34
human_commit_share0,9
days_since_last_push0
active_weeks_last_year3
Cómo se puntúa
27/27Publica versiones — 82 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
19.8/27Cadencia de publicación — una versión cada ~103,3 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count82
latest_release_tagv0.13.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases103,3
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?

87Excelente · 18% del índice global
Cómo se puntúa
53.1/60Estrellas — 1879 estrellas
19.2/25Forks — 205 forks
8/15Observadores — 28 observadores
Datos de entrada utilizados
forks205
stars1879
watchers28
growth_stateorganic
growth_factor_pct100
Cómo se puntúa
22.5/22.5README
16.9/22.5Licencia — archivo de licencia presente, no es una licencia reconocida
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
7.2/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?

60Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
3.3/22.5Distribución de commits — el principal contribuyente firma el 85% de los commits
13.5/13.5Amplitud de contribuyentes — 99 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 19 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled99
top_contributor_share0,853
Cómo se puntúa
28.3/46.8Resolución de issues — 61% de issues cerradas
32.8/38.3Aceptación de PR — 330/385 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 1/25 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs330
open_issues125
closed_issues192
issue_closed_ratio0,606
closed_unmerged_prs55
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
9.2/25Alcance del propietario — 18 seguidores de faust-streaming
17.2/25Trayectoria — 5 repos públicos, cuenta de ~5 años
Datos de entrada utilizados
followers18
owner_typeOrganization
is_verified
owner_loginfaust-streaming
public_repos5
account_age_days2098
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 194 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesfaust-streaming
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

100Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 3 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — tox.ini
9.6/9.6Hooks de pre-commit
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://faust-streaming.github.io/faust/
10/10Descripción del repositorio
10/10Topics — 5 topics
10/10Wiki
Datos de entrada utilizados
topicsasyncio, python-streaming, kafka, redis, distributed-systems
has_wiki
homepagehttps://faust-streaming.github.io/faust/
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?

66Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 25 out of 25 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
0/7.5Code-Review — Found 1/25 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 19 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
2.2/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,7
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, 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
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages4
unassessed_packages73
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 4 dependencias resueltas con OSV. 73 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

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

66Moderado · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 76 de 90 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,844
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — Makefile, docs/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato — tox.ini
11/11Verificación estática de tipos — faust/py.typed
10/10Entorno reproducible — Dockerfile
10/10Práctica demostrada con agentes — 16 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 10 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_languageno
bootstrap_filesMakefile, docs/Makefile
has_devcontainerno
has_linter_config
typecheck_configsfaust/py.typed
agent_commit_share0,16
toolchain_manifests
dependency_bot_commit_share0,1
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (faust/py.typed)
54.5/55Tamaños de archivo manejables — 4/411 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes83.007
source_files_sampled411
oversized_source_files4
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signalno
api_schema_files

Datos clave

1879estrellas de GitHub
99contribuidores
34commits en los últimos 12 meses
0días desde el último push
82versiones publicadas
1factor bus
125issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 1879 ★ / 205 ⇿
1879Estrellas
205Forks
79Versiones

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.

04008001200160020001879198172020-112023-092026-07
Mayor 0Menor 9Parche 69

Cada punto abarca 6 días.

OpenSSF Scorecard 5.7 / 10
5.7agregado

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 17:55 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/25 approved changesets -- score normalized to 0
10Contributorsproject has 19 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Todas las dependencias 77

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 77 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
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Avisos de dependencias 0

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 4 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 0 tienen avisos conocidos, de los cuales 0 son directas. 73 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
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          "body": "The redis cache backend was broken against a real server: it maps schemes to\nthe *synchronous* redis.StrictRedis / redis.RedisCluster clients but `_get`/\n`_set`/`_delete`/`connect` await them, so `await self.client.get(...)` raised\n\"object ... can't be used in 'await' expression\".  It only appeared \n[…]\n Advisory (not in the required `check` gate), matching the Kafka job.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "body": "v0.12.1 is a packaging-only patch: v0.12.0's wheels published but its sdist was\nrejected by PyPI under PEP 625.  Add the changelog entry and standalone release\nnotes for the fix (#712).\n\nVersioning is setuptools_scm-driven (the git tag is the version) and the docs\nversion is derived from faust.__ver\n[…]\nlude of\nCHANGELOG.md, and the docs version banner updates from the tag.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL",
          "is_bot": false,
          "headline": "docs: prepare v0.12.1 release notes and changelog",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:00:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3f8e190ba5217f5c4949fe605e50e48511272318",
          "body": "* docs: prepare v0.12.0 release notes and changelog\n\nResume the Keep a Changelog format (dormant since v0.8.10) with a v0.12.0\nsection, and add standalone GitHub release notes covering the changes since\nv0.11.3 plus the pending fix stack.\n\nHighlights: two offset data-loss fixes (#606/#707, #316/#692\n[…]\n8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n* Delete RELEASE_NOTES_v0.12.0.md\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: prepare v0.12.0 release notes, changelog, and docs version (#708)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T18:27:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ade8a09f45adf684c6e351b1bc59e9bcdede8597",
          "body": "* docs: correct stale dependency and version references\n\nThe user-facing docs still carried robinhood-era and pre-0.12 details:\n\n- `redis` extra listed the long-deprecated `aredis`; it is backed by\n  `redis-py` now (since #635).\n- The \"What do I need?\" sidebar claimed Python 3.8 while the prose righ\n[…]\nra.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct stale dependency and version references (#710)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:56:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d95af522e43d73af04aa00bf6228a71fc6ef35e8",
          "body": "…9, require 3.14) (#690)\n\n* Modernize release wheel-build runners\n\nThe build_wheels matrix pinned ubuntu-20.04, whose runner image GitHub\nretired in April 2025 -- that job can no longer schedule. macos-13 is also\non the deprecation path, and pypa/cibuildwheel@v2.10.1 (Sept 2022) predates\nPython 3.12\n[…]\nrs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Modernize CI: wheel runners, Windows wheels, and test matrix (drop 3.…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:12:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c95a51826baac5768a7aae7e5effcc20a39f6e7f",
          "body": null,
          "is_bot": false,
          "headline": "ci: add live-broker integration test harness (Kafka in CI) (#706)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T15:31:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3073eb90e8aadeb3b3e66b51aba777229c2146e6",
          "body": "Adds 3.14 to the test matrix, producing required 'Python 3.14/Cython:\ntrue' and 'Python 3.14/Cython: false' jobs alongside the existing 3.13\nlegs. All matrix legs feed the aggregate '✅ Ensure the required checks\npassing' job, so they become required wherever branch protection\nrequires that check.\n\nP\n[…]\nnt-loop creation that mode relied on at import time.\n\nAssisted-by: Claude\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HgnKFtXZbCjXNoVNWa5JLd",
          "is_bot": false,
          "headline": "ci: test on Python 3.14 with and without Cython",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-19T02:41:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f3019aa21e77b6e836d8252491de21c585761813",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #687 from faust-streaming/claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T15:52:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04238685eafda35f3a43c99f873c839dee9697cf",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11834d8aefaf157e12ce91ff3779d538d3179786",
          "body": "…g-assignor",
          "is_bot": false,
          "headline": "Merge pull request #682 from faust-streaming/claude/aiokafka-changelo…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28384bf5efed8be5744a3b6d57641d407f540a6f",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/aiokafka-changelog-assignor",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4f9a3f18eeb2e5c690f45d8ce264f8f5c87feee",
          "body": "The new MetadataRequest([]) / CreateTopicsRequest(...) forms require the\naiokafka 0.13.0 protocol refactor; on aiokafka < 0.13 MetadataRequest is a\nversioned list (not callable) and CreateTopicsRequest must be indexed by\nversion. Faust keeps its aiokafka>=0.10 floor and already branches on\n_AIOKAFKA\n[…]\n=0.13\n\nThis also fixes master's latent breakage where CreateTopicsRequest[version]\nalready fails on aiokafka 0.13+. Also drop a duplicate\n_AIOKAFKA_HAS_API_VERSION definition introduced by the rebase.",
          "is_bot": false,
          "headline": "Guard aiokafka metadata/admin calls by protocol-API version",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:01:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f85f28dbc18a384b08862133d79eacf969a1bf9b",
          "body": "Convert three coverage gaps into genuine tests instead of leaving them\nexcluded:\n\n- utils/functional.py: add a test for translate() (only consecutive_numbers\n  was covered -> 75%); now 100%. Remove its .coveragerc omit.\n- utils/platforms.py: test max_open_files() across all branches (normal\n  hard l\n[…]\npp with a\n  RuntimeError; 0% -> 100% (was measured but untested).\n\nplatforms tests use stacked @patch decorators rather than a parenthesized\nmulti-context 'with' so the file stays valid on Python 3.9.",
          "is_bot": false,
          "headline": "Add tests for functional/platforms/agent_stopper utils (real coverage)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T13:33:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb06adcb27dbc2c2098a2a2ea1cc9849d6fcdce0",
          "body": "#649 bumped upload/download-artifact from v3 to v4 but kept the v3\npattern where every build_wheels matrix leg (and the sdist) uploaded\nunder a shared artifact name and the publish job downloaded a single\nname. v3 merged same-named uploads; v4 does not -- each upload is its\nown immutable artifact an\n[…]\nish job with pattern: cibw-* + merge-multiple into\ndist/, add skip-existing so re-runs can backfill, and if-no-files-found:\nerror so an empty build fails loudly instead of silently publishing\nnothing.",
          "is_bot": false,
          "headline": "Fix release artifact upload/download for upload-artifact@v4 (#684)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T04:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a26f83bce23c1fd16d78904b1e984c7875b55ecb",
          "body": null,
          "is_bot": false,
          "headline": "remove support for python3.9 and below",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3031196d3fef95053df7a70d286fd97047461bb2",
          "body": "…min request compatibility\n\nEnsure worker consumers use the Faust assignor whenever changelog tables are present,\neven with zero standby replicas, so table recovery mapping remains correct. Also update\nmetadata/create-topics request construction for newer aiokafka APIs.",
          "is_bot": false,
          "headline": "fix(aiokafka): keep Faust assignor for changelog tables and update ad…",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a413a74b3e09722cd4112609377a08a4bb2a3297",
          "body": "…xes-63nsnu",
          "is_bot": false,
          "headline": "Merge pull request #679 from faust-streaming/claude/faust-prs-sync-fi…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T02:52:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5f5b43ea82a79684545bead794e05f9cd996a8d",
          "body": "The confluent readd had switched examples/word_count.py to\n'confluent://localhost:9092'. Confluent is an optional, experimental\ntransport (installed via faust[ckafka]); mainstream examples should use\nthe default aiokafka transport. Revert the example broker to\n'kafka://localhost:9092'.",
          "is_bot": false,
          "headline": "Keep aiokafka (kafka://) as the default broker in the word_count example",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:13:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e3eab0e1d9fe966bc07f0c29387ce6413ecdd7",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into faust-679",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3c4244d734377a6f7782ef2bb201abe181b739b",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #680 from faust-streaming/claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:10:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b282d425ec57c89cae81b4a058bfdc07d13f8c71",
          "body": "black 26.5.1 and isort 8.0.1 require Python >= 3.10, so pinning them\nunconditionally broke 'pip install -r requirements/test.txt' on the\nPython 3.9 test-matrix jobs. black/isort are lint-only and only run in\nthe lint job (PYTHON_LATEST), so pin them on 3.10+ and fall back to an\nunpinned install on 3.9, where they are installed but never invoked.",
          "is_bot": false,
          "headline": "Guard formatter pins with a Python 3.10+ marker",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:04:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a5a2e0297717019bc6f797b0364a1bc6606c949",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10f0f58842234524a7afc4d756c4481d3f386483",
          "body": null,
          "is_bot": false,
          "headline": "Fix CI lint formatting drift in tests and aerospike store (#677)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f9254232296e1d3fa55fb14c1f104c90aa40fe9",
          "body": "black and isort were unpinned in requirements/test.txt, so CI always\ninstalled the newest release. When isort 8.0.1 and black 26.5.1 shipped,\ntheir changed formatting output started failing 'Check linting' on\notherwise-unchanged trees -- lint was passing or failing depending only\non when the job happened to run.\n\nPin both to the current versions (the ones the tree is already formatted\nfor) so linting is reproducible. Bump them deliberately, together with a\ntree-wide reformat, in future.",
          "is_bot": false,
          "headline": "Pin black and isort to keep CI lint reproducible",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T16:36:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ed39f50d868d4006114be33616eca2bd3aa22a2",
          "body": "confluent.py is only importable when the ckafka extra (faust[ckafka]) is\ninstalled, which the CI test environment does not do -- so its tests are\nskipped there and the file shows as 0% covered, dragging project/patch\ncoverage down. Omit it from coverage like the memory driver already is;\nthe driver's own tests still run wherever confluent-kafka is available.",
          "is_bot": false,
          "headline": "Exclude optional confluent driver from coverage",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a175c215b6206e44af975275c18009886255a4b7",
          "body": "confluent-kafka is an optional extra (faust[ckafka]) and is not part of\nrequirements/test.txt, so it is absent in the CI test matrix. The test\nmodule imports the driver (which imports confluent_kafka) at import time,\nwhich turned every matrix job into a collection error. Guard the module\nwith pytest.importorskip('confluent_kafka') so it skips cleanly when the\noptional dependency is unavailable, and runs in full where it is.",
          "is_bot": false,
          "headline": "Skip confluent driver tests when confluent-kafka is not installed",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21994eb50b30b5fee014e1b7af6e79708b526085",
          "body": "Consumer.create_topic() computed retention as\nint(want_seconds(retention) * 1000.0) unconditionally, so the default\nretention=None raised TypeError (None * 1000.0) whenever a topic was\ndeclared without an explicit retention. Guard the conversion the same way\nthe aiokafka driver does (pass None through), and add a regression test.",
          "is_bot": false,
          "headline": "Fix crash in confluent Consumer.create_topic with no retention",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba2b4962c011d439d33481f1a1b8c9c25879915c",
          "body": "The previous tests/unit/transport/drivers/test_confluent.py (~1375 lines)\nwas copied wholesale from the aiokafka test suite and asserted against\nmethods the confluent driver never had (_fetch_records, _max_poll_records,\ntransactional producer methods that raise NotImplementedError, ...), so\n60 of 85\n[…]\nonfluent_kafka Consumer/Producer mocked so no broker is\nneeded. 56 tests, all passing, runs in <1s. Includes a regression guard\nthat AsyncConsumer construction never calls the removed io_event_enable.",
          "is_bot": false,
          "headline": "Rewrite confluent driver tests against the real driver API",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:43:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5bdd8d3abcfa742b8ac7bdab486466a7a866b8eb",
          "body": "The driver depended on Consumer.io_event_enable(), an eventfd-based\nnotification API that only exists in the unmerged 2022 fork\nstephan-hof/confluent-kafka-python@features/io_event_enable and is\nabsent from every released confluent-kafka. This made faust[ckafka]\ninstall an abandoned personal fork an\n[…]\nl behavior changes.\n\nPoint requirements/extras/ckafka.txt at the official\nconfluent-kafka>=2.0.0 release, and drop the now-unused os, struct and\nweakref imports plus a dead cast in Consumer.on_stop().",
          "is_bot": false,
          "headline": "Make confluent driver work with released confluent-kafka",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:30:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eb323f24ad59009ab610d2b41cdf8d5b366bd549",
          "body": "Resolve conflict in faust/transport/drivers/__init__.py by keeping the\nFactoryMapping-based transport registry (with the confluent driver\nregistered), consistent with every other faust registry (stores, web\ncache backends, fixups) and preserving lazy driver loading so the\noptional confluent_kafka dependency is only imported when the confluent\ntransport is actually selected.",
          "is_bot": false,
          "headline": "Merge branch 'master' into readd-confluent",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:22:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47201a6a03bc843c7414326857ca316f83619921",
          "body": "aiokafka 0.13.0 removed the `api_version` parameter from both\n`AIOKafkaConsumer` and `AIOKafkaProducer`. Since faust requires\n`aiokafka>=0.10.0`, it needs to handle both old and new versions.\n\nThis adds a version check and conditionally includes `api_version`\nonly when running with aiokafka < 0.13.0.\n\nFixes #672\n\nCo-authored-by: nightcityblade <nightcityblade@gmail.com>",
          "is_bot": false,
          "headline": "fix: support aiokafka 0.13.0 which removed api_version parameter (#674)",
          "author_name": "nightcityblade",
          "author_login": "nightcityblade",
          "committed_at": "2026-03-30T11:29:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff75c0be3d784d28b9f69ba3ea94be769b151b89",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#647)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-22T16:54:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "190b207f27b29fa14f241101ded5abbdb4b34f06",
          "body": "* EOL support for Python 3.8\r\n\r\n* Remove Python 3.8 from python-package.yml",
          "is_bot": false,
          "headline": "EOL support for Python 3.8 (#650)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-22T16:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af0ed799d1f67c817e60e9fe5484ef74a6f91067",
          "body": "This will allow us to start making releases again.",
          "is_bot": false,
          "headline": "Update handling of artifacts in python-package.yml (#649)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-21T20:44:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8eb5cd7f2c049394ab8ab3d165a488bd06c4923a",
          "body": null,
          "is_bot": false,
          "headline": "Update python-package.yml to formally support Python 3.13 (#648)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-19T03:04:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "378aedee020b849519301daca0d0d509b2aae8e4",
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          "headline": "Bump actions/download-artifact from 3 to 4.1.7 in /.github/workflows …",
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          "headline": "Remove loop argument from `aiokafka` driver (#641)",
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          "headline": "rename to topic_errors for newer versions of aiokafka and bump minimu…",
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          "headline": "Update python-package.yml to build wheels on macos-13 and macos-14",
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          "headline": "Set 3.12 support to experimental in python-package.yml while aredis g…",
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          "headline": "Skip some PyPy tests and revert breaking poll_at timestamp change (#621)",
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          "body": "* Check if pytest<8.1 could fix\r\n\r\n* Update test.txt",
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          "headline": "Pin pytest<8 to fix Python 3.11 tests (#619)",
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          "headline": "Fix disabled aiokafka unit tests (#610)",
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          "headline": "Fix imports from updates in mode-streaming~=0.4.0 (#618)",
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          "headline": "Rollback upload and download artifacts to v3 in python-package.yml",
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          "headline": "Fix prometheus registry (#613)",
          "author_name": "Krzysztof Sulejczak",
          "author_login": "krzysieksulejczak",
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          "headline": "fix: serialize (named)tuple when using orjson (#612)",
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          "headline": "bugfix: Fix cython stream_event_in to match python impl (#608)",
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          "headline": "Run black and fix setup.cfg to add E701 and E704 to flake8 ignore (#609)",
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          "author_login": "Tim-Thomas",
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          "headline": "enable kafka static-partition-assignment (KIP-345) (#600)",
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          "author_login": "Mopsgeschwindigkeit",
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          "headline": "Revert to upload-artifact v3 in python-package.yml",
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        {
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          "body": "* Update agent.py to call loop.create_task rather than asyncio.Task\r\n\r\nCredit goes to @samtx for finding this solution for https://github.com/faust-streaming/faust/issues/175#issuecomment-1177730361\r\n\r\n* Update agent.py\r\n\r\nCo-authored-by: Sam Friedman <samtx@outlook.com>\r\n\r\n* Fix linting in agent.py\n[…]\nt test to check awaitable task creation\r\n\r\n* Linting and formatting\r\n\r\n---------\r\n\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>\r\nCo-authored-by: Sam Friedman <sam.friedman@he360.com>",
          "is_bot": false,
          "headline": "Use `loop.create_task()` for agent tasks (#598)",
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          "headline": "Add example for medium/large projects in FastAPI (#595)",
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          "author_login": "hgalytoby",
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          "body": "Bumps [actions/upload-pages-artifact](https://github.com/actions/upload-pages-artifact) from 2 to 3.\r\n- [Release notes](https://github.com/actions/upload-pages-artifact/releases)\r\n- [Commits](https://github.com/actions/upload-pages-artifact/compare/v2...v3)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependenc\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-pages-artifact from 2 to 3 (#593)",
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          "committed_at": "2023-12-19T19:01:06Z",
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          "oid": "66fd6ba8b949e434285cfea53a26b03a6a50dcf4",
          "body": "Bumps [actions/deploy-pages](https://github.com/actions/deploy-pages) from 3 to 4.\r\n- [Release notes](https://github.com/actions/deploy-pages/releases)\r\n- [Commits](https://github.com/actions/deploy-pages/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/deploy-pages\r\n  depe\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/deploy-pages from 3 to 4 (#592)",
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          "committed_at": "2023-12-19T18:53:28Z",
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        {
          "oid": "73fe3e1ceeb8e123fed1531af225f85124e815d8",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 3 to 4.\r\n- [Release notes](https://github.com/actions/upload-artifact/releases)\r\n- [Commits](https://github.com/actions/upload-artifact/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/upload-a\n[…]\n\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 3 to 4 (#590)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:39:37Z",
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        {
          "oid": "0628117ae03da7a687cc45f5b7917d04ce96d0b7",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 3 to 4 (#589)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:30:21Z",
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        {
          "oid": "df20a17715ef3f381f455b2c6f570300baa51665",
          "body": "Bumps [github/codeql-action](https://github.com/github/codeql-action) from 2 to 3.\r\n- [Release notes](https://github.com/github/codeql-action/releases)\r\n- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/github/codeql-action/compare/v2...v3)\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump github/codeql-action from 2 to 3 (#588)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T00:08:03Z",
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        {
          "oid": "a0de3738b3f33f8679dede2a53113d59af36f837",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 4 to 5 (#585)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-09T01:27:38Z",
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        {
          "oid": "1f68fa2ce5f719e4640f1d8cf52a0323cf272cec",
          "body": "… /requirements (#583)\n\n* Update aiokafka requirement in /requirements\n\nUpdates the requirements on [aiokafka](https://github.com/aio-libs/aiokafka) to permit the latest version.\n- [Release notes](https://github.com/aio-libs/aiokafka/releases)\n- [Changelog](https://github.com/aio-libs/aiokafka/blob/\n[…]\n-\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": true,
          "headline": "Update aiokafka requirement from <0.9.0,>=0.8.0 to >=0.8.0,<0.10.0 in…",
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          "author_login": "dependabot[bot]",
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        {
          "oid": "3554266e666df073d0d39a525aa61104655a33b3",
          "body": "* Add official support for Python 3.12\n\n* commit remaining lint changes",
          "is_bot": false,
          "headline": "Add official support for Python 3.12 (#587)",
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          "author_login": "wbarnha",
          "committed_at": "2023-12-09T00:51:48Z",
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        {
          "oid": "53dfd18125c08e0b7c39ff1a146e9cea5d63e9fb",
          "body": "* Replace called_once_with test_objects.py for 3.12 support\r\n\r\n* just replace with assert_called_once",
          "is_bot": false,
          "headline": "Replace called_once_with test_objects.py for 3.12 support (#586)",
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          "author_login": "wbarnha",
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        {
          "oid": "73be0a2ed1189a65954eadf7a5dcf02647a9fb73",
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          "is_bot": false,
          "headline": "Lint aiokafka driver",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2023-12-07T17:46:25Z",
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              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.7
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 25 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 1/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 19 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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "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": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 4 resolved dependencies against OSV; 73 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 4
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 73
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 73,
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 4,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "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": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.844,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "76 of 90 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 76,
                      "sampled": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "faust/py.typed"
              ],
              "agent_commit_share": 0.16,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.1
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, 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": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "faust/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "faust/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "16 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "10 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 83007,
              "source_files_sampled": 411,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (faust/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "faust/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/411 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 411,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "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": [
    "deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T17:55:28.940367Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/faust-streaming/faust.svg",
  "full_name": "faust-streaming/faust",
  "license_state": "custom",
  "license_spdx": null
}

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

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

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