Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-28 03:43 UTC

pydantic / pydantic-ai-harness

Batteries for your Pydantic AI agent.

PythonMIT★ 708 estrellas⑂ 75 forksdesde mar 2026Ver en GitHub ↗

pydantic/pydantic-ai-harness tiene un índice de salud de 79 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es AI Readiness (87/100) y la más baja, Sustainability & Governance (71/100). Se actualizó por última vez hoy. 2 personas concentran la mayor parte del trabajo reciente.

79
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.

79
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

PydanticOrganización
2930 seguidores80 repositorios públicosdesde ago 2022

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

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
PyPIpydantic-ai-harness0.12.01.867.28815hace 0 días

Métricas por categoría

Vitalidad

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

86Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
12.5/36Cadencia de commits — 18/52 semanas con commits
18/18Volumen de commits — 122 commits en el último año
10/10OpenSSF 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_year122
human_commit_share1
days_since_last_push0
active_weeks_last_year18
Cómo se puntúa
27/27Publica versiones — 16 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~4,5 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count16
latest_release_tagv0.12.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases4,5
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?

71Bueno · 18% del índice global
Cómo se puntúa
46.2/60Estrellas — 708 estrellas
15.6/25Forks — 75 forks
4.7/15Observadores — 8 observadores
Datos de entrada utilizados
forks75
stars708
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_template
Cómo se puntúa
80/80Descargas mensuales — 1.867.288 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagespydantic-ai-harness
dependents
ecosystemspypi
total_downloads
monthly_downloads1.867.288
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?

71Bueno · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
15.3/22.5Distribución de commits — el principal contribuyente firma el 32% de los commits
13.5/13.5Amplitud de contribuyentes — 14 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Datos de entrada utilizados
bus_factor2
contributors_sampled14
top_contributor_share0,32
Cómo se puntúa
15.3/46.8Resolución de issues — 33% de issues cerradas
26.2/38.3Aceptación de PR — 119/174 PR decididos fusionados
10.5/15OpenSSF Scorecard: Code-Review — Found 22/30 approved changesets -- score normalized to 7
Datos de entrada utilizados
merged_prs119
open_issues154
closed_issues75
issue_closed_ratio0,328
closed_unmerged_prs55
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
24.9/25Alcance del propietario — 2930 seguidores de pydantic
20.9/25Trayectoria — 80 repos públicos, cuenta de ~3 años
Datos de entrada utilizados
followers2930
owner_typeOrganization
is_verified
owner_loginpydantic
public_repos80
account_age_days1449
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 — 15 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagespydantic-ai-harness
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

85Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

Seguridad

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

80Bueno · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 22/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7,6
Excluidos de la puntuación (sin datos o no aplicable): 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_packages119
unassessed_packages0
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 119 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

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

87Excelente · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md, CLAUDE.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 98 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,98
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes9066
Cómo se puntúa
18/18Arranque con un solo comando — Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — pydantic_ai_harness/py.typed
10/10Entorno reproducible — lockfile
10/10Práctica demostrada con agentes — 41 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Datos de entrada utilizados
has_nixno
has_tests
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_config
typecheck_configspydantic_ai_harness/py.typed
agent_commit_share0,41
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
27/45Código verificable por tipos — Python con configuración de verificación de tipos (pydantic_ai_harness/py.typed)
53.6/55Tamaños de archivo manejables — 5/199 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes141.196
source_files_sampled199
oversized_source_files5

Datos clave

708estrellas de GitHub
14contribuidores
122commits en los últimos 12 meses
0días desde el último push
16versiones publicadas
2factor bus
154issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:pydantic-ai-harness@0.12.0; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 0 ★ / 75 ⇿
0Estrellas
75Forks
15Versiones

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.

01325385063757452026-042026-062026-07
Mayor 0Menor 11Parche 4
OpenSSF Scorecard 7.6 / 10
7.6agregado

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 · 2026-07-28 03:43 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 22/30 approved changesets -- score normalized to 7
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
9SASTSAST tool is not run on all commits -- score normalized to 9
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 2
RegistroPaqueteRestricción de versiónManifiesto
PyPIhttpx>=0.28.1pyproject.toml
PyPIpydantic-ai-slim>=2.18.0pyproject.toml
Todas las dependencias 119

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 2 paquetes directos y 117 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIhttpx0.28.1directa
PyPIpydantic-ai-slim2.18.0directa
PyPIagent-client-protocol0.11.0indirecta
PyPIaiohappyeyeballs2.7.1indirecta
PyPIaiohttp3.14.2indirecta
PyPIaiosignal1.4.0indirecta
PyPIannotated-doc0.0.4indirecta
PyPIannotated-types0.7.0indirecta
PyPIanyio4.13.0indirecta
PyPIasttokens3.0.1indirecta
PyPIasync-timeout5.0.1indirecta
PyPIattrs26.1.0indirecta
PyPIblack26.5.1indirecta
PyPIcbor26.1.3indirecta
PyPIcertifi2026.4.22indirecta
PyPIcffi2.0.0indirecta
PyPIcharset-normalizer3.4.7indirecta
PyPIclick8.3.3indirecta
PyPIcolorama0.4.6indirecta
PyPIcoverage7.14.0indirecta
PyPIdbos2.21.0indirecta
PyPIdirty-equals0.11indirecta
PyPIdistro1.9.0indirecta
PyPIexa-py2.16.0indirecta
PyPIexceptiongroup1.3.1indirecta
PyPIexecuting2.2.1indirecta
PyPIfrozenlist1.8.0indirecta
PyPIgenai-prices0.0.71indirecta
PyPIgoogleapis-common-protos1.75.0indirecta
PyPIgreenlet3.5.0indirecta
PyPIgriffelib2.0.2indirecta
PyPIgrpclib0.4.9indirecta
PyPIh110.16.0indirecta
PyPIh24.3.0indirecta
PyPIhpack4.2.0indirecta
PyPIhttpcore1.0.9indirecta
PyPIhttpcore22.3.0indirecta
PyPIhttpx22.3.0indirecta
PyPIhyperframe6.1.0indirecta
PyPIidna3.15indirecta
PyPIimportlib-metadata8.7.1indirecta
PyPIiniconfig2.3.0indirecta
PyPIinline-snapshot0.33.0indirecta
PyPIjiter0.16.0indirecta
PyPIlogfire4.33.0indirecta
PyPIlogfire-api4.33.0indirecta
PyPImarkdown-it-py4.2.0indirecta
PyPImdurl0.1.2indirecta
PyPImodal1.5.2indirecta
PyPImultidict6.7.1indirecta
PyPImypy-extensions1.1.0indirecta
PyPInexus-rpc1.4.0indirecta
PyPInodeenv1.10.0indirecta
PyPIopenai2.45.0indirecta
PyPIopentelemetry-api1.41.1indirecta
PyPIopentelemetry-exporter-otlp-proto-common1.41.1indirecta
PyPIopentelemetry-exporter-otlp-proto-http1.41.1indirecta
PyPIopentelemetry-instrumentation0.62b1indirecta
PyPIopentelemetry-instrumentation-httpx0.62b1indirecta
PyPIopentelemetry-proto1.41.1indirecta
PyPIopentelemetry-sdk1.41.1indirecta
PyPIopentelemetry-semantic-conventions0.62b1indirecta
PyPIopentelemetry-util-http0.62b1indirecta
PyPIoutcome1.3.0.post0indirecta
PyPIpackaging26.2indirecta
PyPIpathspec1.1.1indirecta
PyPIplatformdirs4.10.0indirecta
PyPIpluggy1.6.0indirecta
PyPIpropcache0.5.2indirecta
PyPIprotobuf6.33.6indirecta
PyPIpsycopg3.3.4indirecta
PyPIpsycopg-binary3.3.4indirecta
PyPIpycparser3.0indirecta
PyPIpydantic2.13.4indirecta
PyPIpydantic-core2.46.4indirecta
PyPIpydantic-graph2.18.0indirecta
PyPIpydantic-handlebars0.2.1indirecta
PyPIpydantic-monty0.0.19indirecta
PyPIpydantic-monty-runtime0.0.19indirecta
PyPIpygments2.20.0indirecta
PyPIpyright1.1.409indirecta
PyPIpytest9.0.3indirecta
PyPIpytest-anyio0.0.0indirecta
PyPIpytest-examples0.0.18indirecta
PyPIpytest-recording0.13.4indirecta
PyPIpython-dateutil2.9.0.post0indirecta
PyPIpython-dotenv1.2.2indirecta
PyPIpytokens0.4.1indirecta
PyPIpyyaml6.0.3indirecta
PyPIrequests2.34.0indirecta
PyPIrich15.0.0indirecta
PyPIruff0.15.12indirecta
PyPIshellingham1.5.4indirecta
PyPIsix1.17.0indirecta
PyPIsniffio1.3.1indirecta
PyPIsortedcontainers2.4.0indirecta
PyPIsqlalchemy2.0.49indirecta
PyPIsynchronicity0.12.5indirecta
PyPItemporalio1.27.1indirecta
PyPItoml0.10.2indirecta
PyPItomli2.4.1indirecta
PyPItqdm4.68.4indirecta
PyPItrio0.33.0indirecta
PyPItruststore0.10.4indirecta
PyPItyper0.25.1indirecta
PyPItyper-slim0.24.0indirecta
PyPItypes-certifi2021.10.8.3indirecta
PyPItypes-protobuf6.32.1.20260221indirecta
PyPItypes-toml0.10.8.20260518indirecta
PyPItyping-extensions4.15.0indirecta
PyPItyping-inspection0.4.2indirecta
PyPItzdata2026.2indirecta
PyPIurllib32.7.0indirecta
PyPIvcrpy8.2.1indirecta
PyPIwatchfiles1.2.0indirecta
PyPIwebsockets16.0indirecta
PyPIwrapt2.1.2indirecta
PyPIyarl1.24.5indirecta
PyPIzipp3.23.1indirecta
Avisos de dependencias 0

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 119 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 0 tienen avisos conocidos, de los cuales 0 son directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

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

Informe JSON sin procesar legible por máquina
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          "is_bot": false,
          "headline": "StepPersistence: drop the provider-validity gate, single error-save s…",
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          "body": "* Add LocalStack capability for emulated AWS environments\n\nAgents that build or test cloud infrastructure need a safe, resettable place\nto provision AWS resources. LocalStack gives an agent access to an emulated\nAWS environment so it can drive AWS services without touching a real account,\nleaking cr\n[…]\n grant pull-requests:read to the changes job for paths-filter API mode\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: David SF <64162682+dsfaccini@users.noreply.github.com>",
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          "headline": "feat: add LocalStack capability for emulated AWS environments (#268)",
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          "body": "… (`ToolSearchCallPart`, `LoadCapabilityCallPart`) (#411)\n\n* Fix `ClampOversizedMessages` corrupting typed `ToolCallPart` subclasses (`ToolSearchCallPart`, `LoadCapabilityCallPart`)\n\n`compact` matched tool calls with `isinstance(part, ToolCallPart)`, which also\ncaught the framework-typed subclasses \n[…]\nves the index chains, and\nunpacking the response parts needs no isinstance. The remaining\nisinstance(plain, ToolCallPart) is required -- pyright strict cannot reach\n.args on an un-narrowed part union.",
          "is_bot": false,
          "headline": "Fix `ClampOversizedMessages` clamping typed `ToolCallPart` subclasses…",
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          "headline": "Fix step persistence snapshot after completed tool boundary (#374)",
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          "body": "* feat: Macroscope CLI code-review capability\n\nGives a Pydantic AI agent the same local review Macroscope's editor plugins\nrun. The `run_macroscope_review` tool drives the installed `macroscope\ncodereview` binary, parses its streamed findings, and returns them structured\nso the agent validates and f\n[…]\n-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* Use the accepted parser spelling in documentation\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Macroscope CLI code-review capability (#350)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
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          "is_bot": false,
          "headline": "feat: add `ModalSandbox` for isolated cloud sandboxes (#269)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-07-22T14:00:01Z",
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          "body": "…lity (#327)\n\n* feat(cache_stability): observational CacheStabilityMonitor capability\n\nWarn when a run's prompt cache hit collapses between requests, so a moving\ncacheable prefix becomes visible instead of silently re-charging tokens.\n\nReads the provider's own verdict (usage.cache_read_tokens) rathe\n[…]\nfix that\nmoves every request -- warns exactly once; a genuine second collapse after the\ncache re-stabilizes warns again.\n\nDrop the \"may be added as the capability matures\" hedge from the Logfire docs.",
          "is_bot": false,
          "headline": "feat(`cache_stability`): observational `CacheStabilityMonitor` capabi…",
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          "headline": "Fix `ClearToolResults` corrupting typed `ToolReturnPart` subclasses (…",
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          "body": "…apabilities, raise the floor (#397)\n\n* Bump pydantic-ai to 2.14.1 and drop model_request_parameters from span snapshots\n\npydantic-ai 2.14.0 added `ToolDefinition.toolset_id` (pydantic/pydantic-ai#4977),\nwhich changed the serialized `model_request_parameters` span attribute and broke\nthe managed-pro\n[…]\nm-job\nfailures on this PR.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n* Register DBOS durability before recovery starts\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "Bump pydantic-ai to 2.14.1, migrate durable tests to the durability c…",
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          "body": "…lity (#386)\n\n* feat: add ExaSearch web research capability\n\nResearch agents need search results that carry page text (so a source can\nbe judged without a second fetch round-trip) and a way to read one URL in\nfull. ExaSearch wraps the Exa API behind a small ExaClient protocol so the\nclient can be co\n[…]\nl Easton <williamseaston@gmail.com>\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Kes <62210496+kesku@users.noreply.github.com>\nCo-authored-by: Bill Easton <bill@pydantic.dev>",
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          "headline": "feat: `web_search` `text_summary` mode and deferred `ExaAgent` capabi…",
          "author_name": "Ryan Ahern",
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          "body": "…ction (#391)\n\nPydantic AI's docs restructure gives Capabilities a top-level section\n(/ai/capabilities/) with a page per built-in capability. Update all\n/ai/core-concepts/capabilities/ links accordingly, and make the core\nbuilt-ins explicit in the 'What goes where?' breakdown — naming and\nlinking we\n[…]\ne full built-in\nlist on the Capabilities overview.\n\nMerge together with the pydantic-ai docs restructure release: the new\n/ai/capabilities/ URLs only exist once that release is synced to\npydantic.dev.",
          "is_bot": false,
          "headline": "docs: point at the new per-capability pages in core's Capabilities se…",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
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          "oid": "6c60f7cf0d850ed30f11489db10677da6ffdbcef",
          "body": "…error (#384)\n\n* feat(step_persistence): rescue last provider-valid resume point on error\n\n`StepPersistence` previously left an errored run with no `ContinuableSnapshot`\nfor a provider-valid state that no node boundary had captured, so `continue_run`\ncould only resume from an earlier point or raise \n[…]\nses validation a second time. Simplify it to always raise\n`ModelRetry` (one retry is all the stash scenario needs), matching the sibling\n`test_rescues_newest_text_history_over_earlier_saved_snapshot`.",
          "is_bot": false,
          "headline": "feat(`step_persistence`): rescue last provider-valid resume point on …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
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        {
          "oid": "4ad83f8861cca75371d4e0b6c97bf7fa468b5db4",
          "body": "* Prevent empty CodeMode results through clearer guidance\n\n* Make CodeMode return guidance unambiguous",
          "is_bot": false,
          "headline": "Clarify `CodeMode` final-expression returns (#370)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
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        {
          "oid": "f2389a893cff8c249844905cd47bfc25b29be4a1",
          "body": "* Add .macroscope/ignore.md to skip mechanical files in code review\n\nMacroscope's managed review bills per KB of diff reviewed. This drops the\nmechanical, non-hand-reviewed files from the reviewed/billed diff: uv.lock\n(large on dependency bumps), recorded VCR cassettes, and doc images.\n\nCo-Authored-\n[…]\nored via the explicit\nrule.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Bill Easton <bill@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add .macroscope/ignore.md to skip mechanical files in review (#387)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-07-19T16:45:22Z",
          "body_truncated": true,
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          "oid": "e4839c654b855ce52d09348930e6858c165a1e74",
          "body": "…#311)\n\nLimitWarner rebuilds history each request, dropping any ModelRequest left with no\nparts after warning markers are stripped. An already-empty ModelRequest -- which\npydantic-ai's empty-response retry appends when a model returns an empty response\nagainst a non-optional output type -- has no pa\n[…]\nty; only drop one that became empty because every\npart was a warning marker. Regression test covers the empty-response-retry tail.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Keep already-empty ModelRequests in LimitWarner._strip_old_warnings (…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-17T04:03:21Z",
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          "oid": "67f8d870a5031959cee3d059aec500fc21320cbd",
          "body": null,
          "is_bot": false,
          "headline": "Prevent search result format from becoming a return type (#377)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
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        {
          "oid": "73513a60bc8c9db44f08e48fb7bdf861a6e11f06",
          "body": "* Use local tools in harness skill quick start\n\n* Align CodeMode skill security guidance",
          "is_bot": false,
          "headline": "Remove third-party MCP endpoint from `pydantic-ai-harness` skill (#368)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-14T16:19:21Z",
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          "is_coding_agent": false
        },
        {
          "oid": "818808d6fec59f966384919a38041ab92f884363",
          "body": "* feat: add Memory capability\n\n* feat(memory): add SQLite and PostgreSQL stores\n\n* fix(memory): address CI pyright and CodeRabbit review\n\n* style(memory): ASCII dashes, labeled README fence (review follow-up)\n\n* fix(memory): SQLite in-memory rejection and case-sensitive listing\n\n* fix(memory): use q\n[…]\nrs in SQLite prefix listing\n\n* Make memory safe for durable shared use\n\n* Harden memory trust and recovery boundaries\n\n---------\n\nCo-authored-by: David SF <64162682+dsfaccini@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add Memory capability (#354)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-07-13T21:15:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "39b4c569cb7bd3ad9435aa94c1585855c76d54fc",
          "body": null,
          "is_bot": false,
          "headline": "Stop attributing every AICA comment to Claude (#362)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-13T19:20:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ee2b3291ffa463d706d0fd24342186bda6ce14c",
          "body": "The v2-beta job was a non-blocking visibility signal, not a required\ncheck. Removing it since it is no longer needed.",
          "is_bot": false,
          "headline": "ci: drop the pydantic-ai v2 beta early-warning job (#359)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-13T16:08:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ba9e2f9a51bc2dc12f58bcd48edff94d3be307a",
          "body": "…gate (#329)\n\n* docs: publish capability docs to the unified site + add README/doc parity gate\n\nEvery capability shipped only a README (kept for GitHub/PyPI). This adds a\nparallel, cleaned-up page per capability under docs/ for the new unified docs\nsite (pydantic.dev/docs/harness), migrated from eac\n[…]\nrd-party 'acp' package -- the\nharness module exists, its extra just isn't installed. Distinguish a genuinely\nmissing harness module (fail) from a missing extra (skip) by the ImportError's\nmodule name.",
          "is_bot": false,
          "headline": "docs: capability pages for the unified docs site + README/doc parity …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-13T16:00:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "310ffadf09f586f3221c80535da1c55e776d4d7b",
          "body": "…(#347)\n\n* refactor: graduate capabilities out of `experimental` (ACP excepted)\n\nThe `experimental` label suppressed the try->fail->report->improve loop we\nwant from real usage, so drop it from the harness. Ten capabilities move to\ntop-level submodules; ACP stays experimental (it may still be reshap\n[…]\nage in favor of \"API subject to change\".\n\n* docs: tell capability authors to ask the user when unsure about a name\n\nPer PR review: a name is a public commitment once shipped, so ask rather than guess.",
          "is_bot": false,
          "headline": "refactor: graduate capabilities out of `experimental` (ACP excepted) …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-11T02:31:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d13cdae9cb0d0b014a8ad9e95e113687067e951f",
          "body": "…e (#348)\n\n* docs: link shipped guardrails package from README (fix docs-parity CI)\n\n* test: use FunctionModel for OutputGuard retry test (survives pyai #6403 text-recovery removal)",
          "is_bot": false,
          "headline": "Fix docs-parity gate and OutputGuard retry test after guardrails merg…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-11T01:39:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ab8dd3d81ff12822183a4999ad45581e72635f4",
          "body": "* feat: add input and output guardrails\n\n* chore: use single backticks\n\n* fix: run InputGuard only on the first model request\n\n* fix: replace list[Any] with Sequence[ModelMessage]\n\n* fix: pass raw output to OutputGuard, not str(result.output)\n\n* refactor: organize tests into TestCapabilityName class\n[…]\narately. Update the test\nfixtures to the new shape.\n\n---------\n\nCo-authored-by: Kacper Włodarczyk <kacperwlodarczyk@protonmail.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: input and output guardrails (block, redact, retry) (#249)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-10T19:21:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1229858a575641534cecc4f4757f78199d93d47d",
          "body": "* Announce harness releases on Twitter\n\nMirror pydantic-ai's post-release tweet so a PyPI publish also posts to\nthe shared @pydantic account, keeping release visibility consistent\nacross the workspace. Version is read from the tag ref since the\nrelease job emits no version output.\n\nRequires the TWIT\n[…]\necrets without a dedicated environment. Bind it\nto the release environment, matching the release job's convention for\nsecret-using jobs (the harness has no zizmor ignore config like\npydantic-ai does).",
          "is_bot": false,
          "headline": "Announce harness releases on Twitter (#341)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-09T14:45:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "545a703227e6f9199acd2083a65d0a789c5d885d",
          "body": "* feat(dynamic-workflow): orchestrate sub-agents from a model-written script\n\nTurn-by-turn sub-agent delegation makes every composition step (chain, vote,\nloop) a separate model turn and pushes each intermediate result back through the\norchestrator's context. DynamicWorkflow is Code Mode with sub-ag\n[…]\nude Code's session scale, not this specific API).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Adds Dynamic Workflows (#273)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-09T11:23:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "77c08faeb73a43da7563e91b09b8386520cf1771",
          "body": "…I (#342)\n\n* docs: reconcile README with shipped capabilities; enforce parity in CI\n\nThe README undersold the package: the \"capability matrix\" still listed\ncapabilities as unmerged PRs after they shipped as experimental/*, the\nversion floor was three minors stale, and the ecosystem example used an\nA\n[…]\nweep still missing after the\nshipped-row updates.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: reconcile README with shipped capabilities; enforce parity in C…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-09T09:50:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b4365440b55acd492b429583d89ec206dc8b12d1",
          "body": "…274)\n\n* feat: add ACP capability to serve agents to editors\n\nEditors and TUIs that speak the Agent Client Protocol (Zed and others)\ncan drive an external coding agent, but plugging a Pydantic AI agent\ninto one previously meant implementing the ACP server side by hand.\nrun_acp_stdio serves any Agent\n[…]\nr option.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "feat: serve a Pydantic AI agent to editors over ACP (experimental) (#…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-07T18:06:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b5b93704c3d997bf1910528d964306118589738c",
          "body": "…ies (#326)\n\nA delegate that crashes with anything other than an expected soft\ndegradation (a provider ModelAPIError/FallbackExceptionGroup, a plain\nValueError from a bad tool argument) aborts the whole parent run. For an\norchestrator fanning out to flaky delegates that is too fragile: one\ncrash kil\n[…]\ness. Orthogonal to on_failure (which only sets the message for\nexpected soft degradations). Cancellation, a shared UsageLimitExceeded,\npydantic-ai control-flow signals, and UserError always propagate.",
          "is_bot": false,
          "headline": "feat(subagents): contain unexpected sub-agent crashes as bounded retr…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-06T22:13:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "069d1ffacff4edc533a2c7e0d84e16858caeb633",
          "body": "* feat(subagents): configurable delegate-tool retries\n\nA sub-agent that errors (e.g. exhausts its own output retries) surfaces as a\nToolRetryError on the parent's delegate_task tool, which defaults to retries=1 --\nso one flaky sub-agent run crashes the whole parent run with no chance to\nre-delegate.\n[…]\ngent does not abort the parent run on its first repeat. The retry\ncounter resets after any successful delegation, so this bounds\nconsecutive failures. `None` still inherits the parent agent's default.",
          "is_bot": false,
          "headline": "feat(subagents): configurable delegate-tool retries (#324)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-07-04T04:50:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3c5ec34f9e603f041a52f608eca7ed916b355d5b",
          "body": "Resolves Dependabot alert GHSA-rpj2-4hq8-938g: vcrpy < 8.2.1 loads\ncassette files with PyYAML's unsafe loader, allowing arbitrary code\nexecution on cassette load (e.g. in CI). 8.2.1 switches to SafeLoader.",
          "is_bot": false,
          "headline": "Bump vcrpy to 8.2.1 to fix YAML deserialization RCE (#300)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-07-01T12:20:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6eb91dfe86b106d0348254900f0cebb7b4a312a7",
          "body": null,
          "is_bot": false,
          "headline": "Bump pydantic-ai floor to 2.1 (#303)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-30T18:32:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51ba5693bf5db9278aaf5dc2b277d2c0c5c538ef",
          "body": "…orts and…\" (#317)\n\nThis reverts commit 3f4cbd0a66a0b17c9e4ff75154fddf49986ff9a6.",
          "is_bot": false,
          "headline": "Revert \"fix(code_mode): tighten `run_code` prompt against phantom imp…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-30T17:06:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "326c3d648d491c89986789be4418569da4c65cc4",
          "body": "* Emit compaction telemetry for observability\n\nCompaction silently rewrites a run's message history, so an operator could\nnot see when or how much it reclaimed. Each compacting strategy now emits a\n`compact_messages` span (with before/after message and token counts) when it\nactually runs, so compact\n[…]\nctually changed, so the flag is only ever true. The\n`compaction.*` attributes have no convention equivalent and stay harness-specific.\n\n---------\n\nCo-authored-by: Aditya Vardhan <adtyavrdhn@gmail.com>",
          "is_bot": false,
          "headline": "Emit a span when compaction happens (#312)",
          "author_name": "Marcelo Trylesinski",
          "author_login": "Kludex",
          "committed_at": "2026-06-30T12:33:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4e21f7bcbff0440a7b224aee19409fdd6647ce63",
          "body": "Keep tests pinned to each capability's public surface so they keep\npassing across internal refactors of the `_`-prefixed modules, and\npoint genuinely unreachable branches at `# pragma: no cover` instead\nof reaching into private helpers.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(agents): discourage private-helper imports in tests (#316)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-30T11:38:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f460861435869dcd186ce7d0d355783bb0b7dea9",
          "body": "…oad, docs, authoring (#304)\n\nRepoContext (instruction autoload + asset inventory), SubAgents disk-load, PyaiDocs (on-demand pyai docs), RuntimeAuthoring (runtime capability authoring). Reviewed + hardened; validated under pydantic-ai 1.107 and 2.0.0.",
          "is_bot": false,
          "headline": "Add experimental CE-discovery capabilities: context, subagents disk-l…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-25T02:48:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0418280d1e984f2db56b022def18b4884f075945",
          "body": "pydantic-ai 2.0.0 reworked Instrumentation: the agent run span was\nrenamed from `agent run` to `invoke_agent agent`, the tool span from\n`running tool` to `execute_tool noop`, and several span attribute keys\nwere renamed. The `test on latest pydantic-ai` CI job (newest pyai =\n2.0.0) failed on the two\n[…]\nst_baggage_propagates_to_run_and_child_spans`: skipif on 2.0.0\n  since its full span-tree snapshot needs a separate 2.0.0 refresh.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(logfire): tolerate pydantic-ai 2.0.0 agent-span rename (#305)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-24T22:42:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bb6da9948db7689cbb862a91cbb7cb66ccfa8077",
          "body": "* Keep framework tools native in CodeMode\n\n* test(code_mode): cover load_capability bootstrap through Agent\n\nThe existing unit test exercises the native/sandbox split via a static\ntoolset. Add an Agent-level test for the actual issue #276 scenario: a\ndeferred capability plus CodeMode(tools='all'), a\n[…]\nden, so its body never runs.\nMark it `# pragma: no cover` to satisfy the 100% coverage gate, matching the\nsibling deferred-tool tests.\n\n---------\n\nCo-authored-by: Aditya Vardhan <adtyavrdhn@gmail.com>",
          "is_bot": false,
          "headline": "Keep framework tools native in CodeMode (#296)",
          "author_name": "King Star",
          "author_login": "jstar0",
          "committed_at": "2026-06-23T12:44:17Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6232e0762ba2f34db4ebc93f8b9a90dfe6279808",
          "body": "* feat(subagents): replace name-keyed mappings with a SubAgent list\n\nReferencing sub-agents by dict keys across `agents`, `descriptions`, and\n`limits` meant the same name was repeated in several places and a typo in one\nmapping silently desynced from the others. A single `SubAgent` entry now pairs\na\n[…]\n _by_name source.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: Aditya Vardhan <adtyavrdhn@gmail.com>",
          "is_bot": false,
          "headline": "feat(subagents): replace name-keyed mappings with a SubAgent list (#298)",
          "author_name": "Marcelo Trylesinski",
          "author_login": "Kludex",
          "committed_at": "2026-06-23T12:05:38Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "50638595fd9b23368d6552109daeca5518b88a59",
          "body": "Links the marketing pages for Pydantic AI, Pydantic Logfire, and\nLogfire AI Gateway so readers can discover the rest of the stack\nin one place. UTM params attribute traffic back to this repo.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add \"Part of the Pydantic Stack\" footer to README (#297)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-20T19:39:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3f4cbd0a66a0b17c9e4ff75154fddf49986ff9a6",
          "body": "… bad inputs (#295)\n\n* fix(code_mode): tighten run_code prompt against phantom imports and bad inputs\n\nCodeMode agents repeatedly waste run_code turns on avoidable mistakes -- importing\nunavailable modules (textwrap) or a phantom `functions`/`sandbox_tools` module,\npasting oversized one-line literal\n[…]\no are mutually exclusive (UserError on both set).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(code_mode): tighten `run_code` prompt against phantom imports and…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-19T19:06:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1b709d8e302293fb0329e2facd68cbe301e91e47",
          "body": "… of raising (#293)\n\n* fix(overflow): read_tool_result returns on a missing handle instead of raising\n\nA wrong handle (e.g. a model passing a tool-call id) or a result no longer in the\nstore made `read_tool_result` raise `ModelRetry`, which consumes a tool retry and,\nonce the budget is spent, escala\n[…]\nrned message.\n\nAddresses review feedback on #293.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(overflow): `read_tool_result` returns on a missing handle instead…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-18T16:03:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e6dfd4c3037d133b9918ad7c1b31eb4a68e6ce2f",
          "body": "…2 compatible (#291)\n\n* ci: add non-blocking pydantic-ai v2 beta test job\n\nThe harness targets the pydantic-ai v1 line, but the `>=1.105.0` floor also\nadmits v2 prereleases once prerelease resolution is enabled. Nothing in CI\nexercised that path, so v2-breaking changes were invisible until release.\n\n[…]\nt) <noreply@anthropic.com>\n\n* test: keep managed prompt v2 signal\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "ci: add pydantic-ai v2 beta early-warning job and make code_mode v1/v…",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-17T08:48:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "caf50108fecbdd21381baa588681e62bf756b8d7",
          "body": null,
          "is_bot": false,
          "headline": "Explain code mode metadata selection (#292)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-16T23:49:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24fd30e70c0e12c4d4b4507b1643141830ba6cbf",
          "body": "…iew guidance (#288)\n\n* docs: add stale-PR re-eval, experimental-export, and consumer-lens guidance\n\nAdopting a months-old PR (#243) surfaced three gaps in the AICA review/authoring\nguides:\n\n- no discipline for re-evaluating a stale or pre-merge PR (retire temporary\n  uv.sources pins once upstream l\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: stale-PR re-eval, experimental-export, and background-coder rev…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-15T22:15:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2924277b17adb5bef22ecd0181b79ebabbb31941",
          "body": "…(#243)\n\n* feat(code_mode): add CodeModeDynamicCatalog for cache-stable tool disclosure\n\nMoves CodeMode's per-tool signature catalog out of `run_code.description`\n(which lives in the prompt-cache-keyed tool-definitions block) and into\nagent instructions as a dynamic `InstructionPart`, then announces\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CodeMode `dynamic_catalog` flag for cache-stable tool disclosure …",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-06-15T21:42:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9821aab0d5265a4e6fabc86c1b04ecf4b0eedcb2",
          "body": "…(#286)\n\nA single runaway model response (degenerate whitespace) or giant tool-call\npayload can produce one part large enough to blow the next request past the\nprovider context cap. No existing strategy can reach it: SlidingWindow drops\nthe oldest messages, ClearToolResults only touches tool results\n[…]\nscope. Composes as the first zero-LLM tier of TieredCompaction.\n\nCloses #285\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(compaction): add ClampOversizedMessages for runaway generations …",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-15T20:34:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3ac6034f7e04cf15c3bb93cb470c0ff79471eb38",
          "body": "…ol returns (#290)\n\n* feat(experimental): OverflowingToolOutput capability for oversized tool returns\n\nAn oversized tool return persists in history and is re-sent on every later\nmodel request, paying its token cost for the rest of the run. This capability\nintercepts a return in `after_tool_execute`,\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(experimental): OverflowingToolOutput capability for oversized to…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-15T18:11:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c56a4b42f8a7b59f5fef211632c8880f30555244",
          "body": "* feat(code_mode): expose host-backed OS access to the sandbox\n\nSandboxed `run_code` had no way to reach the filesystem, environment, or\nwall clock: Monty supports it through an OS callback / `AbstractOS` and\ndirectory mounts, but `CodeMode` never threaded `os`/`mount` into\n`feed_start` or the snaps\n[…]\nf the public API.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "Add host-backed OS and filesystem access to CodeMode sandbox (#262)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-15T16:32:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "05ae737182a1dce0c625a44f7bd5a86d6fa54b18",
          "body": "* bumping pydantic ai\n\n* Fix breakage from pydantic-ai 1.107: capability toolsets no longer cross runs\n\nAll three failures came from pydantic-ai #5230 (on-demand capabilities):\n\n- SubAgents inherit_tools transplanted capability-contributed toolsets into\n  sub-agent runs where the owning capability i\n[…]\n below the new SubAgentLimits dataclass;\nmoved it back into the import block.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "bumping pydantic ai (#280)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-06-12T11:25:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e34c30ae54fb61a535905849624aeb46c43e9f92",
          "body": "…e (#284)\n\n* feat(shell): control subprocess environment to stop secret inheritance\n\nShell spawned every command with the inherited parent environment, so an\nagent running model-written commands in a sandbox could read the host's\nLLM API keys and tokens. This blocked replacing Pydanty's hand-rolled\n\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(shell): control subprocess environment to stop secret inheritanc…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-12T03:51:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "34dcbf83529eb928fe5d68fb2d73f2a965b18941",
          "body": "…ll budget, soft-failure) (#283)\n\n* feat(subagents): per-delegate run controls via SubAgentLimits\n\nDelegations through SubAgents ran with no per-child budgets, so an\norchestrator that needs one child capped at N requests, another bounded by\na wall-clock deadline, or a per-run delegation cap had to k\n[…]\nAuthored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: David SF <david.sanchez@pydantic.dev>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(subagents): per-delegate run controls (usage limits, timeout, ca…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-12T03:50:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6f2aa1143888b172f0e4d841ffa1bb71e9c5533b",
          "body": "…egates (#251)\n\n* Add StepPersistence capability for step-event durability across delegates\n\nSupersedes PR #176 (SessionPersistence): orchestrators like pydanty need\nvisible event trails for delegate runs that may time out before a\n\"save full session after the run\" hook can fire, and need to continu\n[…]\ne is now em-dash-free.\n\nDocs only; 100% branch coverage retained.\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "Add `StepPersistence` capability for step-event durability across del…",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-06-11T04:55:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d347d08e3c6335111638ca40648162ab73e41aa9",
          "body": "…nts (#267)\n\nSubAgents exposes a single delegate_task(agent_name, task) tool that runs\na named child agent in a fresh, isolated run, with the available agents\nlisted in the system prompt as a cache-stable instruction.\n\n- deps are forwarded to every sub-agent; usage is shared by default\n  (forward_us\n[…]\nto the caller\n- soft sub-agent failures (ModelRetry / UnexpectedModelBehavior) convert\n  into a parent ModelRetry it can react to; hard limits propagate\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(subagents): add SubAgents capability for delegating to child age…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-09T16:12:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ae371bbdaffb21289c5ca77c315938d274bcf372",
          "body": "Add a Writing style section to AGENTS.md so docs, comments, and PR text\nread as human-written: no em-dashes (use `--`), no marketing superlatives\nor editorializing adjectives, sparing bold, no decorative Unicode.\n\nBring the tree into compliance by converting every em-dash to `--` across\n16 files. Al\n[…]\ne character. The one literal em-dash left is in\nAGENTS.md, where it names the banned character.\n\nhttps://claude.ai/code/session_01LQ9NTr8q95A99UnVcq6Nzf\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: ban em-dashes and codify writing style (#270)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-09T16:08:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3d3247110c687998dcf29c5cb08096ffe77ca202",
          "body": "…s (#266)\n\nPlanning gives the model a single write_plan(items) tool that owns the plan\nvia whole-plan replacement (no fragile indices). The current plan is surfaced\nback as an ephemeral reminder appended to the request tail in\nwrap_model_request, behind a CachePoint:\n\n- the reminder reaches the mode\n[…]\n the\n  small reminder falls outside the cache\n\nStatic usage guidance goes in the system prompt (cache-stable); the mutable\nplan is never injected there.\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(planning): add Planning capability with cache-safe plan reminder…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-09T16:05:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "442e9ff493118f60c337e67d2729f00eaf0585b9",
          "body": "…al (#191)\n\nCompaction capabilities (SlidingWindow, ClearToolResults, DeduplicateFileReads, SummarizingCompaction, TieredCompaction, LimitWarner) shipped as experimental, with a HarnessExperimentalWarning + single category-wide silence filter. 100% coverage; ruff + pyright strict.",
          "is_bot": false,
          "headline": "Add experimental compaction menu under pydantic_ai_harness.experiment…",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-06-05T00:00:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bee3f02ca736243ec0b75a61046b143337d4e3f7",
          "body": "* feat(logfire): add ManagedPrompt capability\n\nBack an agent's instructions with a Logfire-managed prompt, resolved once per\nrun inside wrap_run so the selected label/version are attached as baggage to\nevery child span. Lets prompts be iterated, versioned, and rolled out from the\nLogfire UI without \n[…]\nrs.noreply.github.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Bill Easton <williamseaston@gmail.com>\nCo-authored-by: David SF <david.sanchez@pydantic.dev>",
          "is_bot": false,
          "headline": "feat(logfire): add ManagedPrompt capability (#257)",
          "author_name": "David Montague",
          "author_login": "dmontagu",
          "committed_at": "2026-06-02T03:19:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1654ccfe24a6f22b437a52b401ace3867bf1551",
          "body": "* feat: add FileSystem and Shell capabilities with exhaustive testing\n\n- FileSystemToolset: 8 tools (read, write, edit, list, search, find, mkdir, info)\n  with path-traversal prevention, allow/deny patterns, optimistic concurrency\n- ShellToolset: 1 tool (run_command) with command validation, timeout handling,\n  and async subprocess execution via anyio\n\n---\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: David Sanchez <64162682+dsfaccini@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: add FileSystem and Shell capabilities (#260)",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-06-02T01:47:07Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ad1a2014ef831d652d0c2151a6dac01d1c336c9a",
          "body": "  Add a harness agent skill\n\n  Documents Code Mode for Pydantic AI, following the agentskills.io spec and matching the existing building-pydantic-ai-agents skill.\n\n  - Skill directory matches the name field (spec requirement)\n  - Deps aligned with pyproject.toml: pydantic-ai-slim>=1.95.1 plus the co\n[…]\nso CodeMode wraps the tools\n  - Documents the Monty timing-primitive restriction; adds a Code Mode API section\n  - Examples linted via pytest-examples (model-free ones executed) so they can't go stale",
          "is_bot": false,
          "headline": "add SKILL for harness, including a reference to code mode (#228)",
          "author_name": "gordonblackadder",
          "author_login": "gblackadder",
          "committed_at": "2026-06-01T06:56:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d4be271de99b3b7350ca8573eebb4e8731ccda76",
          "body": "…esting (…\" (#259)\n\nThis reverts commit 7fd372d9fd90ffd695a8272cabba722d08f78eba.",
          "is_bot": false,
          "headline": "Revert \"feat: add FileSystem and Shell capabilities with exhaustive t…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-05-27T01:01:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fd372d9fd90ffd695a8272cabba722d08f78eba",
          "body": "…#258)\n\n- FileSystemToolset: 8 tools (read, write, edit, list, search, find, mkdir, info)\n  with path-traversal prevention, allow/deny patterns, optimistic concurrency\n- ShellToolset: 1 tool (run_command) with command validation, timeout handling,\n  and async subprocess execution via anyio\n- 152 tes\n[…]\n (89.7%), 60 equivalent mutants documented\n- All survivors proven equivalent (trampoline defaults, encoding case-insensitivity,\n  unreachable except blocks, dead branches, name=None fallback behavior)",
          "is_bot": false,
          "headline": "feat: add FileSystem and Shell capabilities with exhaustive testing (…",
          "author_name": "Bill Easton",
          "author_login": "strawgate",
          "committed_at": "2026-05-27T00:56:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc444299782e43fc0fd6406979f61bb9dcc3fdca",
          "body": "It is per-developer local config (already listed in .gitignore), so it should\nnot be committed. Untracked here while keeping the local file on disk.",
          "is_bot": false,
          "headline": "chore: stop tracking .agents/settings.local.json (#256)",
          "author_name": "David Montague",
          "author_login": "dmontagu",
          "committed_at": "2026-05-26T08:52:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d85b6b20312282e7d86c9629db7b9e899632a77e",
          "body": null,
          "is_bot": false,
          "headline": "Guide agents building harness capabilities (#247)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-05-20T23:01:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11189a59511ea34f183c246ceb112c04bc31860a",
          "body": "The hardcoded team-member allowlist auto-closed legitimate PRs from\ncontributors not in the list (e.g. #244), which was too aggressive.",
          "is_bot": false,
          "headline": "ci: remove guard-dependencies workflow (#245)",
          "author_name": "Aditya Vardhan",
          "author_login": "adtyavrdhn",
          "committed_at": "2026-05-18T14:33:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "503ee7d0890b56de071034acc4e748562f6cfbbf",
          "body": "Matches the actual floor set in #241. Same pattern as #237.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: bump README's pydantic-ai-slim floor to >=1.95.1 (#242)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-13T19:20:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cda9f873f5647845c956c982df92a6ccf4033bac",
          "body": "pydantic-ai 1.95.1 is on PyPI with the eager-import fix from pydantic/pydantic-ai#5422\n(`current_otel_traceparent` no longer trips Temporal's workflow sandbox).\nRemove the temporary `[tool.uv.sources]` git pin and bump the floor.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "deps: bump pydantic-ai-slim>=1.95.1, drop temporary git pin (#241)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-13T19:06:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "59e65b7a1233f378dc49f41dfa391aedf64c0279",
          "body": "* fix(code_mode): honor Tool Search's deferred-loading contract\n\nCodeMode flattened `defer_loading=True` tools into `run_code`'s description\nregardless of discovery state — defeating progressive disclosure, and on\nproviders with native tool search also double-listing the same tool on the\nwire (top-l\n[…]\n the floor in a follow-up once the release lands.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(code_mode): honor Tool Search's deferred-loading contract (#240)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-13T18:00:15Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "518ae87f90a97106cfd3e6933fafd85f813cb22e",
          "body": null,
          "is_bot": false,
          "headline": "Allow fresh PydanticAI package installs (#238)",
          "author_name": "David SF",
          "author_login": "dsfaccini",
          "committed_at": "2026-05-12T17:12:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "986830abf28573c59563a9c92140a1baa46dd6e2",
          "body": null,
          "is_bot": false,
          "headline": "docs: bump README's pydantic-ai-slim floor to >=1.89.1 (#237)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-09T00:13:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf692aff32162334beaf49bc3c6e73ff69d657e0",
          "body": "* Rework README hero example and add full ecosystem agent showcase\n\nThe previous hero example used GitHub's MCP server, which requires\nauthentication and ships tools without `outputSchema` -- triggering\nCodeMode warnings and producing weakly-typed sandbox stubs. Replaced\nwith the open-source Hacker \n[…]\no `tests/` top level. It's an\n  end-to-end check on the README's flagship example -- it composes\n  `CodeMode` + `MCP` + `WebSearch` -- so it doesn't belong in any\n  single capability's test directory.",
          "is_bot": false,
          "headline": "Rework README hero example and add ecosystem agent showcase (#226)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-09T00:05:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e56c60313a54eac7e9f7f0a0e80620d4cc0431c3",
          "body": "…e` description (#236)\n\n`asyncio.sleep`, `datetime.datetime.now()`, `datetime.date.today()`,\nand the `time` module are gated by the sandbox (timing primitives\nare restricted to avoid timing-based side channels). Without this\nhint in the `run_code` description, models occasionally generate\nsandbox-rejected code patterns -- `asyncio.sleep` between tool\ncalls (cargo-culted \"polite rate-limiting\") and `datetime.now()`\nfor recency filters.",
          "is_bot": false,
          "headline": "Document monty's missing wall-clock and timing primitives in `run_cod…",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-08T21:49:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27ba54b58832cfbea5ad6759d05f0da8ba1ccb37",
          "body": "The shim package and its release workflow served the 0.1.x transition\nfrom pydantic-harness to pydantic-ai-harness. With this merged, the\nnext pydantic-ai-harness release is free to be 0.2.0 without needing\nto maintain the shim.\n\nMERGE ONLY AFTER:\n- pydantic-harness==0.1.1 has been published to PyPI\n[…]\nness v0.2.0 (since the shim pins\n  pydantic-ai-harness<0.2 and there's no point keeping it around once\n  the upper bound kicks in)\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove pydantic-harness deprecation shim (#209)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-08T21:28:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0fcd4c0aeaa692e950880ae71dea5ac7f7be204a",
          "body": "`CodeModeToolset.get_tools` was sandboxing local-fallback tools annotated\nwith `prefer_builtin`, rendering them inside `run_code.description`\nbefore `Model.prepare_request` ever got a chance to drop them when the\nprovider supports the matching builtin. Mirror the existing\n`_SEARCH_TOOLS_NAME` guard so these tools stay native and the model\nsees a single, non-duplicated tool surface.\n\nCloses #233.",
          "is_bot": false,
          "headline": "fix(code_mode): filter `prefer_builtin` tools out of sandboxing (#234)",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-08T19:32:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae2c7d458a5e4e814f6fc1c840247be77e26aa65",
          "body": "…229)\n\nCompanion to pydantic-ai's removal of the `safe-for-ci` label gate. The\ncalled workflow runs with `contents: read` only and no secrets, so fork-PR\nexposure is equivalent to pydantic-ai's regular `ci.yml` test jobs and\ndoesn't need a separate deny-by-default gate.\n\nHeader comment now flags the\n[…]\nthe\ncaller needs to gate fork PRs at the job level (e.g. require a `safe-for-ci`\nlabel) before merging that change. Documents the pattern for future\nre-introduction without enforcing the friction now.",
          "is_bot": false,
          "headline": "ci: clarify fork-PR security posture in compat-test header comment (#…",
          "author_name": "Douwe Maan",
          "author_login": "DouweM",
          "committed_at": "2026-05-06T22:57:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4f96efac2384f40aa8852b14b226d614d211ac0b",
          "body": "… (#225)\n\n* ci: scope `pyright` in compat-test to harness sources\n\nThe reusable workflow checks out pydantic-ai into `./pydantic-ai/` inside\nthe harness's working tree, then runs `uv run pyright`. Pyright's\n`exclude` in pyproject.toml doesn't list `pydantic-ai` (no reason to —\nthe directory doesn't \n[…]\n` to live under `$GITHUB_WORKSPACE`,\nso we check out to a workspace subdir then `mv` to `${RUNNER_TEMP}/pydantic-ai`\nwhich is outside workspace and thus invisible to anything walking the\nharness tree.",
          "is_bot": false,
          "headline": "ci: move pydantic-ai checkout outside the harness tree in compat-test…",
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                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 80,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 7.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "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 22/30 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "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 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 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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 119 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 119
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 119,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "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": 119,
              "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": 13
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 87,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.98,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 9066
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "98 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 98,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pydantic_ai_harness/py.typed"
              ],
              "agent_commit_share": 0.41,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": "pydantic_ai_harness/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pydantic_ai_harness/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "41 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 41,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 141196,
              "source_files_sampled": 199,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (pydantic_ai_harness/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pydantic_ai_harness/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "5/199 source files over 60KB",
                "points": 53.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 199,
                      "oversized": 5
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:pydantic-ai-harness@0.12.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T03:43:27.799603Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pydantic/pydantic-ai-harness.svg",
  "full_name": "pydantic/pydantic-ai-harness",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.27.0 — metodología completa · wiki de métricas.

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