Registro público
Informe de salud del softwareesquema 0.23.0 · métricas 1.13.0 · 2026-07-21 21:18 UTC

janeapp / riffer

The all-in-one Ruby framework for building AI-powered applications and agents.

RubyMIT★ 11 estrellas⑂ 6 forksdesde dic 2025Ver en GitHub ↗
#agents#ai#llm#ruby

janeapp/riffer tiene un índice de salud de 72 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (90/100) y la más baja, Community & Adoption (48/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

72
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.

72
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

JaneOrganización
41 seguidores30 repositorios públicosdesde feb 2018

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
RubyGemsriffer0.38.0-51hace 0 días

Métricas por categoría

Vitalidad

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

90Excelente · 22% del índice global

Actividad de desarrollo

84Bueno
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
20.1/36Cadencia de commits — 29/52 semanas con commits
18/18Volumen de commits — 330 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year330
human_commit_share0,48
days_since_last_push0
active_weeks_last_year29

Disciplina de publicación

100Excelente
Cómo se puntúa
27/27Publica versiones — 53 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~5,4 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count53
latest_release_tagriffer/v0.38.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases5,4
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?

48En riesgo · 18% del índice global

Popularidad y adopción

22Crítico
Cómo se puntúa
16.2/60Estrellas — 11 estrellas
5.8/25Forks — 6 forks
0/15Observadores — 1 observadores
Datos de entrada utilizados
forks6
stars11
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold

Salud de la comunidad

65Moderado
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
0/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readmesí
has_licensesí
has_contributingno
has_issue_templateno
has_code_of_conductsí
has_pull_request_templateno

Adopción en el ecosistema (descargas)

64Moderado
Cómo se puntúa
51.1/80Descargas totales — 82.499 descargas históricas en rubygems
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesriffer
dependents—
ecosystemsrubygems
total_downloads82.499
monthly_downloads—
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?

69Moderado · 24% del índice global

Resiliencia de mantenedores (factor bus)

26Crítico
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
3.8/22.5Distribución de commits — el principal contribuyente firma el 83% de los commits
6.8/13.5Amplitud de contribuyentes — 5 contribuyentes
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Datos de entrada utilizados
bus_factor1
contributors_sampled5
top_contributor_share0,831

Capacidad de respuesta a issues y PR

98Excelente
Cómo se puntúa
46.8/46.8Resolución de issues — 100% de issues cerradas
35.7/38.3Aceptación de PR — 332/356 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs332
open_issues0
closed_issues11
issue_closed_ratio1
closed_unmerged_prs24

Propiedad y custodia

65Moderado
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
11.7/25Alcance del propietario — 41 seguidores de janeapp
22.9/25Trayectoria — 30 repos públicos, cuenta de ~8 años
Datos de entrada utilizados
followers41
owner_typeOrganization
is_verified—
owner_loginjaneapp
public_repos30
account_age_days3072

Mantenimiento de paquetes

100Excelente
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en rubygems
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 51 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesriffer
ecosystemsrubygems
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

76Bueno · 20% del índice global

Prácticas de ingeniería

66Moderado
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks 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_cisí
has_testssí
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentación

90Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — http://docs.riffer.ai/
10/10Descripción del repositorio
10/10Topics — 4 topics
0/10Wiki
Datos de entrada utilizados
topicsagents, ai, llm, ruby
has_wikino
homepagehttp://docs.riffer.ai/
has_readmesí
has_docs_dirsí
has_descriptionsí

Seguridad

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

74Bueno · 16% del índice global

Postura de seguridad

67Moderado
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-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
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,7
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. Los pesos restantes se han renormalizado.

Avisos de dependencias

100Excelente
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories3
affected_packages1
assessed_packages102
unassessed_packages15
affected_by_severityhigh 1
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 102 dependencias resueltas con OSV. 15 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

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

60Moderado · 0% del índice global

Contexto y guía para agentes

85Excelente
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md, CLAUDE.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 48 de 48 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes1897

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

50Moderado
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
0/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — lockfile
10/10Práctica demostrada con agentes — 42 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 39 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_testssí
lockfilesGemfile.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configs—
agent_commit_share0,42
toolchain_manifests—
dependency_bot_commit_share0,39

Legibilidad del código para modelos

54Moderado
Cómo se puntúa
0/45Código verificable por tipos — Ruby sin configuración de verificación de tipos
54.5/55Tamaños de archivo manejables — 2/212 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageRuby
largest_source_bytes116.580
source_files_sampled212
oversized_source_files2

Interfaces legibles por máquina

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

Datos clave

11estrellas de GitHub
5contribuidores
330commits en los últimos 12 meses
0días desde el último push
53versiones publicadas
1factor bus
0issues abiertas
RubyGemsecosistemas de paquetes

Más detalle

Historial de estrellas y forks 11 ★ / 6 ⇿
11Estrellas
6Forks
33Versiones

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.

024681010612026-022026-042026-07
Mayor 0Menor 0Parche 0
OpenSSF Scorecard 6.7 / 10
6.7agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-21 21:18 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-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
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Dependencias directas 5
RegistroPaqueteRestricción de versiónManifiesto
RubyGemsirb—Gemfile
RubyGemsdotenv—Gemfile
RubyGemsguard—Gemfile
RubyGemsguard-shell—Gemfile
RubyGemsopentelemetry-sdk~> 1.12Gemfile
Todas las dependencias 117

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 5 paquetes directos y 112 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
RubyGemsdotenv3.2.0directa
RubyGemsguard2.20.2directa
RubyGemsguard-shell0.7.2directa
RubyGemsirb1.18.0directa
RubyGemsopentelemetry-sdk1.12.1directa
RubyGemsaddressable2.9.0indirecta
RubyGemsanthropic—indirecta
RubyGemsanthropic1.56.0indirecta
RubyGemsast2.4.3indirecta
RubyGemsasync—indirecta
RubyGemsasync2.42.0indirecta
RubyGemsaws-eventstream1.4.0indirecta
RubyGemsaws-partitions1.1268.0indirecta
RubyGemsaws-sdk-bedrockruntime—indirecta
RubyGemsaws-sdk-bedrockruntime1.82.0indirecta
RubyGemsaws-sdk-core3.254.0indirecta
RubyGemsaws-sigv41.12.1indirecta
RubyGemsbase640.3.0indirecta
RubyGemsbigdecimal4.1.2indirecta
RubyGemscgi0.5.2indirecta
RubyGemscoderay1.1.3indirecta
RubyGemsconcurrent-ruby1.3.6indirecta
RubyGemsconnection_pool3.0.2indirecta
RubyGemsconsole1.36.0indirecta
RubyGemscrack1.0.1indirecta
RubyGemscsv3.3.5indirecta
RubyGemsdate3.5.1indirecta
RubyGemsdrb2.2.3indirecta
RubyGemserb6.0.4indirecta
RubyGemsfaraday—indirecta
RubyGemsfaraday2.14.3indirecta
RubyGemsfaraday-net_http3.4.4indirecta
RubyGemsffi1.17.4indirecta
RubyGemsfiber-annotation0.2.0indirecta
RubyGemsfiber-local1.1.0indirecta
RubyGemsfiber-storage1.0.1indirecta
RubyGemsfileutils1.8.0indirecta
RubyGemsformatador1.2.3indirecta
RubyGemsguard-compat1.2.1indirecta
RubyGemshana1.3.7indirecta
RubyGemshashdiff1.2.1indirecta
RubyGemsio-console0.8.2indirecta
RubyGemsio-event—indirecta
RubyGemsio-event1.19.2indirecta
RubyGemsjmespath1.6.2indirecta
RubyGemsjson2.21.1indirecta
RubyGemsjson_schemer2.5.0indirecta
RubyGemslanguage_server-protocol3.17.0.6indirecta
RubyGemslint_roller1.1.0indirecta
RubyGemslisten3.10.0indirecta
RubyGemslogger1.7.0indirecta
RubyGemslumberjack1.4.2indirecta
RubyGemsmcp—indirecta
RubyGemsmcp0.25.0indirecta
RubyGemsmethod_source1.1.0indirecta
RubyGemsmetrics0.15.0indirecta
RubyGemsminitest—indirecta
RubyGemsminitest6.0.6indirecta
RubyGemsnenv0.3.0indirecta
RubyGemsnet-http0.9.1indirecta
RubyGemsnotiffany0.1.3indirecta
RubyGemsopenai—indirecta
RubyGemsopenai0.71.0indirecta
RubyGemsopentelemetry-api1.10.1indirecta
RubyGemsopentelemetry-common0.25.1indirecta
RubyGemsopentelemetry-registry0.6.1indirecta
RubyGemsopentelemetry-semantic_conventions1.43.0indirecta
RubyGemsparallel2.1.0indirecta
RubyGemsparser3.3.12.0indirecta
RubyGemspp0.6.3indirecta
RubyGemsprettyprint0.2.0indirecta
RubyGemsprism1.9.0indirecta
RubyGemspry0.16.0indirecta
RubyGemspsych5.3.1indirecta
RubyGemspublic_suffix7.0.5indirecta
RubyGemsracc1.8.1indirecta
RubyGemsrainbow3.1.1indirecta
RubyGemsrake—indirecta
RubyGemsrake13.4.2indirecta
RubyGemsrb-fsevent0.11.2indirecta
RubyGemsrb-inotify0.11.1indirecta
RubyGemsrbs4.0.2indirecta
RubyGemsrbs-inline—indirecta
RubyGemsrbs-inline0.14.0indirecta
RubyGemsrdoc7.2.0indirecta
RubyGemsregexp_parser2.12.0indirecta
RubyGemsreline0.6.3indirecta
RubyGemsrexml3.4.4indirecta
RubyGemsrubocop1.88.2indirecta
RubyGemsrubocop-ast1.50.0indirecta
RubyGemsrubocop-performance1.26.1indirecta
RubyGemsruby-progressbar1.13.0indirecta
RubyGemssecurerandom0.4.1indirecta
RubyGemsshellany0.0.1indirecta
RubyGemssimpleidn0.2.3indirecta
RubyGemsstandard—indirecta
RubyGemsstandard1.56.0indirecta
RubyGemsstandard-custom1.0.2indirecta
RubyGemsstandard-performance1.9.0indirecta
RubyGemsstandardwebhooks1.1.0indirecta
RubyGemssteep—indirecta
RubyGemssteep2.0.0indirecta
RubyGemsstringio3.2.0indirecta
RubyGemsstrscan3.1.8indirecta
RubyGemsterminal-table4.0.0indirecta
RubyGemsthor1.5.0indirecta
RubyGemstraces0.18.2indirecta
RubyGemstsort0.2.0indirecta
RubyGemsunicode-display_width3.2.0indirecta
RubyGemsunicode-emoji4.2.0indirecta
RubyGemsuri1.1.1indirecta
RubyGemsvcr—indirecta
RubyGemsvcr6.4.0indirecta
RubyGemswebmock—indirecta
RubyGemswebmock3.26.2indirecta
RubyGemszeitwerk—indirecta
RubyGemszeitwerk2.8.2indirecta
Avisos de dependencias 1

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 102 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 1 tienen avisos conocidos, de los cuales 0 son directas. 15 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
concurrent-ruby1.3.6indirectaalta31.3.7

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

Informe JSON sin procesar legible por máquina
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          "body": "…349)\n\nUpdates the requirements on [io-event](https://github.com/socketry/io-event) to permit the latest version.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-even\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update io-event requirement from < 1.17 to < 1.20 (#…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-06T16:33:21Z",
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          "body": "…55.0 (#351)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.51.0 to ~> 1.…",
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          "is_bot": true,
          "headline": "chore(main): release riffer 0.36.0 (#348)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-03T22:32:00Z",
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        },
        {
          "oid": "70a838e9d49da12f89886c6e6f7bca35f427f77c",
          "body": "Metrics was the wrong primitive/pattern for riffer, so remove it wholesale:\nthe Riffer::Metrics OTEL port, its instruments/backends, config.metrics, and\nall recording call sites woven into the tracing/timing path. Duration-timing\nscaffolds that existed only to feed a metric collapse back to plain tr\n[…]\ns, the Riffer::Metrics module, and\nRiffer::Metrics::Otel are removed. Hosts wiring a metrics backend must drop\nthat configuration.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat!: remove the metrics primitive (#347)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-07-03T22:18:50Z",
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        {
          "oid": "70c3f6b2b78a67607f2d07ae92b873e44e0df930",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.21.0 to 0.22.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.21.0 to 0.22.0 (#344)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:17:28Z",
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          "oid": "b862187e0e2a3ae1e7f6a53e53ad15575328e6e4",
          "body": "…51.0 (#343)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.49.0 to ~> 1.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:16:33Z",
          "body_truncated": true,
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        {
          "oid": "c5be6592b35f923d89d85e9fded8fd2efe77fbde",
          "body": "…2.25, < 2.42 (#342)\n\nUpdates the requirements on [async](https://github.com/socketry/async) to permit the latest version.\n- [Release notes](https://github.com/socketry/async/releases)\n- [Changelog](https://github.com/socketry/async/blob/main/releases.md)\n- [Commits](https://github.com/socketry/asyn\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update async requirement from ~> 2.25, < 2.40 to ~> …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:15:00Z",
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          "oid": "160a4718e9f432bd911deb7cd315e7019010f1d2",
          "body": "Bumps [io-event](https://github.com/socketry/io-event) from 1.16.2 to 1.16.4.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-event/compare/v1.16.2...v1.16.4)\n\n---\nup\n[…]\nrect:development\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump io-event from 1.16.2 to 1.16.4 (#341)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.35.0 (#340)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-25T23:44:31Z",
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        {
          "oid": "ddfda8929ca3b594415f827957d8c91104387317",
          "body": "* feat: add per-call tags: to Agent#generate and #stream\n\nTags attach attribution labels to a single LLM call. They propagate to the\nprovider's native request-metadata field and are stamped as riffer.tag.* on\nevery span and metric the call emits.\n\n- Public: generate/stream (instance + class) take ta\n[…]\neak). Azure e2e is left commented pending access.\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: per-call tags: for Agent#generate and #stream (#339)",
          "author_name": "Claude Vessaz",
          "author_login": "cloetzi",
          "committed_at": "2026-06-25T23:43:11Z",
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          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.34.0 (#336)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-22T18:58:02Z",
          "body_truncated": false,
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        {
          "oid": "fe3129ac524be8418cab6081e16aadb38d4bd200",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.20.0 to 0.21.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.20.0 to 0.21.0 (#332)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:07:21Z",
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          "oid": "6355d9347c4aa3191f679aa024d34c3b94ccd797",
          "body": "…49.0 (#335)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.48.1 to ~> 1.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:05:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f91f7774f8a18ba90dc0b8342516a3280ad139a1",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump actions/checkout from 6 to 7 (#330)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:00:48Z",
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          "oid": "820df3b1f0f5a83379bc95ed5220c254d4a41ed5",
          "body": "…0 (#331)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/openai-ruby/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/openai/ope\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update openai requirement from ~> 0.66.1 to ~> 0.68.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:55:45Z",
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        {
          "oid": "776b1f12a5606c3b33479cb87fd20af446d4b5d3",
          "body": "…334)\n\nBumps [aws-sdk-bedrockruntime](https://github.com/aws/aws-sdk-ruby) from 1.80.0 to 1.81.0.\n- [Release notes](https://github.com/aws/aws-sdk-ruby/releases)\n- [Changelog](https://github.com/aws/aws-sdk-ruby/blob/version-3/gems/aws-sdk-bedrockruntime/CHANGELOG.md)\n- [Commits](https://github.com/\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.80.0 to 1.81.0 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:51:44Z",
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        {
          "oid": "97d17e75dc20e904305852075a1ad3d36adfca77",
          "body": "Bumps [faraday](https://github.com/lostisland/faraday) from 2.14.2 to 2.14.3.\n- [Release notes](https://github.com/lostisland/faraday/releases)\n- [Changelog](https://github.com/lostisland/faraday/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/lostisland/faraday/compare/v2.14.2...v2.14.3)\n\n--\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump faraday from 2.14.2 to 2.14.3 (#333)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:47:55Z",
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        {
          "oid": "7b0dfb014f710d839e53d25ee345df5b404c8c60",
          "body": "… (#338)\n\n* feat: emit a riffer.guardrail.duration metric for guardrail execution\n\nThe metrics port recorded gen_ai.client.operation.duration for chat,\ninvoke_agent, and execute_tool, but guardrail latency was invisible to\nany metrics backend even though guardrails run on the request hot path.\n\nAdd \n[…]\nol_call from in_tool_span.\nBehavior is unchanged.\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: emit a riffer.guardrail.duration metric for guardrail execution…",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T17:31:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "345b09a5c7d34a0b9eee83d9663333fd7d0f08fa",
          "body": "Rename the no-op fallback backends from `Null` to `NoOp` across both\ntelemetry ports — the name now states the behaviour rather than reading\nlike a built-in null/absence. Covers the modules, the inner `Span` class,\nthe frozen `SPAN`, the Zeitwerk file paths, resolution fallbacks, the\n`Metrics.record\n[…]\n check, RBS signatures, and the docs that\nhold these up as the duck-typed contract reference.\n\nCosmetic only; no behaviour change.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(telemetry): rename Null backends to NoOp (#337)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T16:33:33Z",
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        {
          "oid": "d647f54b814bb8e331b89811c2ed661d6534b20c",
          "body": "* feat(telemetry)!: route tracing and metrics through a consumer-assigned backend\n\nAdd `config.tracing.backend` and `config.metrics.backend` as the single,\nduck-typed opt-in for each telemetry signal. OpenTelemetry is no longer\nauto-detected: it is a built-in backend a consumer assigns explicitly vi\n[…]\ne required-method list stays — it's a runtime contract\nthe `untyped` signature can't express.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(telemetry): pluggable tracing/metrics backend (OTEL opt-in) (#329)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T15:15:44Z",
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        {
          "oid": "cba6b49bcbedf5d9a9b2f649b12c688350b555c0",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.33.0 (#308)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-18T22:19:36Z",
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        },
        {
          "oid": "1ee47726def4ca2e812e88157efce1bf2a8d2e69",
          "body": "Record a `riffer.gen_ai.cost` histogram (unit USD) per chat call, sourced\nfrom the cost already attached to the normalized TokenUsage — no pricing is\ncomputed here. An unpriced model carries a nil cost and emits no data point,\nwhile a priced zero-cost call records 0.0; operation.duration and\ntoken.u\n[…]\nide if the GenAI semantic conventions later define a cost\ninstrument. Bucket boundaries stay host-side, like the other histograms.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit riffer.gen_ai.cost metric from TokenUsage cost (#328)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T22:05:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f77f0f7cd8db7cbd3a3a36f10e4ab08e70e909a0",
          "body": "Record the GenAI-semconv token-usage histogram (unit {token}) per chat\ncall: two data points each, gen_ai.token.type input/output, carrying\ngen_ai.operation.name, gen_ai.provider.name and gen_ai.request.model.\n\nPer-call only — never at the run level, where aggregation would\ndouble-count. Cache bucke\n[…]\nusage for the\nmetric even when tracing is disabled, keeping metrics independent of\ntracing. No-op without a host OTel metrics SDK.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit gen_ai.client.token.usage metric (#327)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T21:04:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a9399b8f1b10bc947b1e0716a483e2921ab2a852",
          "body": "* feat: emit gen_ai.client.operation.duration metric\n\nRecord the OpenTelemetry GenAI-semconv operation-latency histogram\n(unit s) around the chat, invoke_agent, and execute_tool operations,\ndistinguished by gen_ai.operation.name. Timing is monotonic and recorded\non both the success and error paths, \n[…]\nument_tool_call, which takes the call as a block.\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: emit gen_ai.client.operation.duration metric (#326)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-18T15:43:01Z",
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          "is_coding_agent": true
        },
        {
          "oid": "92d060c9f006f9f6e904aa57e749909f360b8cd3",
          "body": "* feat: add the Riffer::Metrics OpenTelemetry port foundation\n\nAdd a Riffer::Metrics port mirroring the tracing port: it records OTel\nhistogram instruments when the host bundles the OpenTelemetry metrics API\nand no-ops otherwise, so riffer declares no OpenTelemetry dependency.\n\n- Riffer::Metrics.cre\n[…]\n test files shifted the suite's randomized order.\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: add the Riffer::Metrics OpenTelemetry port foundation (#325)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-17T20:04:17Z",
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          "body": "Wrap the per-guardrail call in Riffer::Guardrails::Runner in\nRiffer::Tracing.in_span(\"execute_guardrail {name}\", kind: :internal),\nnested under the active invoke_agent context. The span carries\nriffer.guardrail.name/phase/action, riffer.tripwire.reason on a block,\nand error.type + ERROR status on a \n[…]\nlign the run-level\nriffer.tripwire.guardrail to the same converted form so it joins the\nper-span riffer.guardrail.name on one key.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: emit an execute_guardrail span per guardrail (#324)",
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          "headline": "feat: compute per-model cost on token usage (#322)",
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          "headline": "docs: document the OpenTelemetry trace contract (#320)",
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          "body": "Wrap each tool dispatch in Tools::Runtime in an `execute_tool {tool_name}`\nspan, emitted outside `around_tool_call` so host enrichment spans nest\nbeneath it. The parent OTEL context is captured before the Runner fans out\nand re-attached inside each worker, so spans parent correctly across the\nthread\n[…]\n from a\nraised exception (status error, re-raised). Tool arguments and results are\ncaptured only when capture_messages is enabled.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.18.0 to 0.20.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.46.0 to ~> 1.…",
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          "body": "Bumps [rubygems/configure-rubygems-credentials](https://github.com/rubygems/configure-rubygems-credentials) from 2.0.0 to 2.1.0.\n- [Release notes](https://github.com/rubygems/configure-rubygems-credentials/releases)\n- [Commits](https://github.com/rubygems/configure-rubygems-credentials/compare/v2.0.\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "body": "…312)\n\nWrap generate_text and stream_text in Providers::Base in a \"chat {model}\"\nCLIENT span carrying gen_ai.* request attributes, pass-through token\nusage, and finish reasons. The streaming path captures the caller's\ntrace context before the enumerator fiber and observes terminal events\nthrough a f\n[…]\nes /\ngen_ai.system_instructions in the semconv JSON shape; file parts\nserialize as metadata-only stubs and size limits are left to the host\nSDK.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit a chat span per LLM call with normalized finish reasons (#…",
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          "body": "* feat: emit invoke_agent span per agent run\n\nWrap Run.run_loop in an `invoke_agent {agent}` span carrying request\nattributes, per-run step count, aggregate token usage, and outcome\nattributes for interrupts and guardrail tripwires. Streamed runs capture\nthe caller's trace context so the span parent\n[…]\nc.com>\n\n* docs: clarify why semconv_provider_name defaults instead of raising\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: emit invoke_agent span per agent run (#310)",
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          "body": "Make the four TokenUsage buckets mean the same thing for every provider:\ninput_tokens covers every token entering the context window (cache reads\nand writes included), output_tokens covers every generated token\n(reasoning included), and the cache buckets are subsets of input.\n\n- Anthropic & Bedrock:\n[…]\n cache token counts on\nAnthropic and Bedrock, and output_tokens grows by the thinking token count\non Gemini, whenever those features are active.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "refactor!: normalize token usage semantics across providers (#309)",
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          "body": "* feat: add tracing foundation with optional OTEL backend\n\nRiffer::Tracing port emits OTEL spans when the host bundles the\nOpenTelemetry API and silently no-ops otherwise — no runtime dependency.\nBlock-scoped in_span with a riffer-owned span surface, context\ncapture/re-attachment for fiber and threa\n[…]\nwith the setter's\nOtel.available? check (gem presence and supported version).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: add tracing foundation with optional OTEL backend (#307)",
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          "body": "…s (#305)\n\n* feat: support user-explicit skill activation and dedupe re-activations\n\nAdd the spec's second activation channel: Context#activation_prompt wraps\na skill body for injection as a user message, with read/deactivate\nprimitives and shared activation state across both channels. The shipped\na\n[…]\non is the caller's concern; the skills context only\nrenders the wrapped body.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: support user-explicit skill activation and dedupe re-activation…",
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          "headline": "chore(main): release riffer 0.32.0 (#299)",
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          "headline": "feat: add progressive discovery for MCP tools by default",
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          "headline": "chore(deps-dev): update openai requirement from ~> 0.64.0 to ~> 0.66.…",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.44.0 to ~> 1.…",
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          "body": "Enable prompt caching on Amazon Bedrock (Converse), the only provider where\nit was previously impossible: when `model_options[:cache_control]` is set,\ninject a single `cachePoint` at the end of the stable prefix (system, or\ntools when there is no system prompt). Opt-in; no top-level DSL or toggle.\n\n\n[…]\nens` is renamed to\n`cache_write_tokens` (also reflected in `TokenUsage#to_h`). Update any code\nreading that attribute or hash key.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat!: add Bedrock prompt caching and surface cached tokens (#300)",
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          "body": "…44.0 (#290)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.43.0 to ~> 1.…",
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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.17.0 to 0.18.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump mcp from 0.17.0 to 0.18.0 (#289)",
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          "headline": "feat: forward session: through Agent.from_h/from_json for history see…",
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          "body": "…#293)\n\n* feat!: add Riffer::Agent::Serializer for transferable agent definitions\n\nAdd Riffer::Agent::Serializer (to_h/from_h, to_json/from_json) plus\nRiffer::Agent delegators to snapshot a resolved agent into a\nprovider-neutral data dict and rebuild a runnable agent from it — for\npersisting agent d\n[…]\nault; a literal\nnull is also tolerated on decode.\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>",
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          "body": "* fix(rbs): ship consumer-safe RBS signatures (CL2-827)\n\nriffer 0.29 shipped its entire sig/ tree, including dev-only scaffolding\nunder sig/stubs/. Consumers loading riffer via `rbs collection` / `rbs -r\nriffer` inherited all of it: async.rbs redefined ::Kernel#Async (colliding\nwith the async gem's \n[…]\nd it). Add the inline\ndeclaration and regenerate.\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>",
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          "body": "Swaps the Steepfile's diagnostics preset from D::Ruby.lenient to\nD::Ruby.strict. CI already runs `steep check` (which exits non-zero on\n:warning+), so this gates the build on the diagnostics cleaned up across\nthe preceding tickets in the series.\n\nThe lib/ tree was already cleaned to the strict bar o\n[…]\n FalseAssertion,\nIncompatibleAssignment, UnexpectedJump) now fail CI as errors, keeping\nthe editor's Steep LSP and CI in lockstep.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(steep): enforce strict diagnostics in CI (CL2-798) (#285)",
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          "body": "… (#281)\n\nClears the residual Steep diagnostics in lib/riffer/agent.rb (the largest\nsingle source of remaining hint-level noise) so future agent changes\ntype-check cleanly. All fixes are annotation-only or behavior-preserving\nlocal-variable refactors:\n\n- Type the class-level @config ivar via a sig/s\n[…]\nth_tags.\n- Type the credentials proc param on mcp_tools_for_registration precisely\n  (manifest:, matched_tags:, context:) instead of bare Proc.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(steep): clean type diagnostics in lib/riffer/agent.rb (CL2-796)…",
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          "body": "Adds Riffer::Providers::OpenRouter for accessing OpenRouter's unified\ngateway. Subclasses Base directly (not OpenAI) because OpenRouter only\nimplements the Chat Completions API, not the Responses API the existing\nOpenAI provider uses.\n\nReuses the openai gem with a base_url override. Supports generat\n[…]\ne OpenRouter has no unified web-search surface.\n\nTests: 56 cases including 11 recorded VCR cassettes and offline mocks\ncovering stream cleanup, tool-call edge cases, and request/stream\noption merging.",
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          "headline": "feat: add OpenRouter provider (#280)",
          "author_name": "Max Hoffmann",
          "author_login": "tsov",
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          "body": "* chore(steep): add RBS stubs for provider SDK constants (CL2-795)\n\nAdds stdlib library declarations (base64, json, securerandom) and a\nsig/stubs/ tree covering Aws::StaticTokenProvider and\nSeahorse::Client::RequestContext, which the AWS gems don't ship in their\nown RBS. Prefixes Anthropic constant \n[…]\nonly the token argument, so no behavioral change.\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>",
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          "headline": "chore(steep): add RBS stubs for provider SDK constants (#279)",
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          "body": "… (#278)\n\nrbs-inline emits only instance method signatures for modules that use\n`extend self`, so Steep reports ~9 NoMethod hints at every call site of\n`Riffer::Helpers::CallOrValue.resolve` and `Riffer::Agent::Run.{generate,stream}`.\n\nAdd a hand-written stub at `sig/stubs/extend_self.rbs` that reop\n[…]\nme behaviour at\nthe type level. Wire the new stubs directory into the Steepfile signature\nload path. The Ruby source is unchanged.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: restore singleton signatures for extend-self modules (CL2-794)…",
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          "body": "Replace the plain Hash held in agent.context with a typed value object\nthat exposes #skills / #token_usage accessors, validates their types on\nwrite, raises on caller-supplied reserved keys, and preserves the\nexisting #[] / #dig read contract so tool runtimes (Maestro et al.) and\nuser tools keep working unchanged.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: introduce Riffer::Agent::Context value object (CL2-801) (#277)",
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          "oid": "6812ba254d0b9220dae5ed0bbfbc4d8fee5b14e1",
          "body": "* feat: add bin/ wrappers for common dev commands\n\nAdds hand-written bash wrappers in bin/ so contributors can run common\nworkflows without typing `bundle exec` (bin/test, bin/lint, bin/typecheck,\nbin/rbs, bin/rbs-watch, bin/docs, bin/build, bin/rake). bin/test also accepts\nfile paths and --name fil\n[…]\ny\nnon-dash arg outside a flag/value pair is a file, regardless of position.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
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          "headline": "feat: add bin/ wrappers for common dev commands (#276)",
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          "committed_at": "2026-05-27T13:53:33Z",
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          "oid": "58ab85e212673bff84931d770a9c0f18598ca8ae",
          "body": "* refactor: unify generate and stream loops (CL2-780)\n\nCollapses run_generate_loop and run_stream_loop into one\nrun_loop(agent, stream_yielder) — sync passes nil, stream passes a\nyielder. Both modes share every step of the loop; the only divergences\nare the LLM call shape (atomic vs. accumulated str\n[…]\ngument entirely\nand the stream call site name it.\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>",
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          "headline": "refactor: unify generate and stream loops (CL2-780) (#275)",
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          "author_login": "bottrall",
          "committed_at": "2026-05-26T13:09:39Z",
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          "body": "…269)\n\nBumps [aws-sdk-bedrockruntime](https://github.com/aws/aws-sdk-ruby) from 1.76.0 to 1.79.0.\n- [Release notes](https://github.com/aws/aws-sdk-ruby/releases)\n- [Changelog](https://github.com/aws/aws-sdk-ruby/blob/version-3/gems/aws-sdk-bedrockruntime/CHANGELOG.md)\n- [Commits](https://github.com/\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.76.0 to 1.79.0 (#…",
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          "body": "…0 (#270)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/openai-ruby/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/openai/ope\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update openai requirement from ~> 0.63.0 to ~> 0.64.…",
          "author_name": "dependabot[bot]",
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          "committed_at": "2026-05-25T17:13:15Z",
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          "oid": "3c4d4910d6d746657f6da8113821d1e752f375e6",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.16.0 to 0.17.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.16.0 to 0.17.0 (#271)",
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          "body": "Bumps [zeitwerk](https://github.com/fxn/zeitwerk) from 2.7.5 to 2.8.2.\n- [Changelog](https://github.com/fxn/zeitwerk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/fxn/zeitwerk/commits)\n\n---\nupdated-dependencies:\n- dependency-name: zeitwerk\n  dependency-version: 2.8.2\n  dependency-type: direct:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps): bump zeitwerk from 2.7.5 to 2.8.2 (#272)",
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          "body": "…43.0 (#273)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.42.0 to ~> 1.…",
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          "body": "…e (#268)\n\n* refactor!: extract Riffer::Agent::Run, eagerly resolve per-agent state (CL2-779)\n\nPhase 3 of the Riffer refactor (CL2-779). The generation loop and all\nper-call orchestration move into a stateless `Riffer::Agent::Run` module;\nevery value the loop reads (provider, model, tools, tool runt\n[…]\nCL2-801 tracks Thibaut's broader `Riffer::Context` value\nobject suggestion.\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
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          "headline": "refactor!: extract Riffer::Agent::Run, eagerly resolve per-agent stat…",
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            "direct": false,
            "version": "1.9.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "standardwebhooks",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "steep",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "steep",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "stringio",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "strscan",
            "direct": false,
            "version": "3.1.8",
            "ecosystem": "rubygems"
          },
          {
            "name": "terminal-table",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "thor",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "traces",
            "direct": false,
            "version": "0.18.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "tsort",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "unicode-display_width",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "unicode-emoji",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "uri",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "rubygems"
          },
          {
            "name": "vcr",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "vcr",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "webmock",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "webmock",
            "direct": false,
            "version": "3.26.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "zeitwerk",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "zeitwerk",
            "direct": false,
            "version": "2.8.2",
            "ecosystem": "rubygems"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 117,
        "direct_count": 5,
        "indirect_count": 112
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 332,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 11,
        "closed_unmerged_prs": 24
      },
      "bus_factor": 1,
      "bot_contributors": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "bottrall",
          "commits": 152,
          "avatar_url": "https://avatars.githubusercontent.com/u/75273444?v=4"
        },
        {
          "type": "User",
          "login": "cloetzi",
          "commits": 22,
          "avatar_url": "https://avatars.githubusercontent.com/u/2604142?v=4"
        },
        {
          "type": "User",
          "login": "Thibaut",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/17579?v=4"
        },
        {
          "type": "User",
          "login": "kepheusikarius",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/1466332?v=4"
        },
        {
          "type": "User",
          "login": "tsov",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/1802885?v=4"
        }
      ],
      "contributors_sampled": 5,
      "top_contributor_share": 0.831
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "Gemfile.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 7,
            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "82c1371da08c472fcfac45d3c5642e9600a1cf18",
        "ran_at": "2026-07-21T21:18:10Z",
        "aggregate_score": 6.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/janeapp/riffer",
    "host": "github.com",
    "name": "riffer",
    "owner": "janeapp"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 72,
      "inputs": {
        "security": 74,
        "vitality": 90,
        "community": 48,
        "governance": 69,
        "engineering": 76
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 90,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "commits_last_year": 330,
              "human_commit_share": 0.48,
              "days_since_last_push": 0,
              "active_weeks_last_year": 29
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "29/52 weeks with commits",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 29
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "330 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 330
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 53,
              "latest_release_tag": "riffer/v0.38.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 5.4
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "53 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 53
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~5.4 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 5.4
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 48,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "forks": 6,
              "stars": 11,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "11 stars",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "6 forks",
                "points": 5.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "packages": [
                "riffer"
              ],
              "dependents": null,
              "ecosystems": "rubygems",
              "total_downloads": 82499,
              "monthly_downloads": null
            },
            "components": [
              {
                "key": "total_downloads",
                "name": "Total downloads",
                "detail": "82,499 downloads all-time across rubygems",
                "points": 51.1,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_total",
                    "params": {
                      "count": 82499,
                      "ecosystems": "rubygems"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.831
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 83% of commits",
                "points": 3.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "merged_prs": 332,
              "open_issues": 0,
              "closed_issues": 11,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 24
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "332/356 decided PRs merged",
                "points": 35.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 332,
                      "decided": 356
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "followers": 41,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "janeapp",
              "public_repos": 30,
              "account_age_days": 3072
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "41 followers of janeapp",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 41,
                      "login": "janeapp"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "30 public repos, account ~8 yr old",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 30
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "riffer"
              ],
              "ecosystems": "rubygems",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on rubygems",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "rubygems"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "51 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 51
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agents",
                "ai",
                "llm",
                "ruby"
              ],
              "has_wiki": false,
              "homepage": "http://docs.riffer.ai/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "http://docs.riffer.ai/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 74,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "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": 67,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 102 resolved dependencies against OSV; 15 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 102
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 15
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 1,
              "assessed_packages": 102,
              "unassessed_packages": 15,
              "affected_by_severity": "high 1",
              "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": 102,
              "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": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 60,
        "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": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 1897
            },
            "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": "48 of 48 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 48,
                      "sampled": 48
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Gemfile.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.42,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.39
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "42 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 42,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "39 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 39,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
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}

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