Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-27 20:49 UTC

github / gh-aw-mcpg

Github Agentic Workflows MCP Gateway

Go · RustMIT★ 152 estrellas⑂ 33 forksdesde dic 2025Ver en GitHub ↗

github/gh-aw-mcpg tiene un índice de salud de 74 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (88/100) y la más baja, Community & Adoption (65/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

74
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.

74
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

GitHubOrganización
80.903 seguidores556 repositorios públicosdesde may 2008

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
Gogithub.com/github/gh-aw-mcpgv0.4.6-214hace 0 días

Métricas por categoría

Vitalidad

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

88Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
22.8/36Cadencia de commits — 33/52 semanas con commits
18/18Volumen de commits — 6653 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year6653
human_commit_share0,4
days_since_last_push0
active_weeks_last_year33
Cómo se puntúa
27/27Publica versiones — 100 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~3,2 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count100
latest_release_tagv0.4.6
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases3,2

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

65Moderado · 18% del índice global
Cómo se puntúa
35.3/60Estrellas — 152 estrellas
12.5/25Forks — 33 forks
0/15Observadores — 2 observadores
Datos de entrada utilizados
forks33
stars152
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conduct
has_pull_request_templateno

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
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
0.7/22.5Distribución de commits — el principal contribuyente firma el 97% de los commits
10.8/13.5Amplitud de contribuyentes — 8 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Datos de entrada utilizados
bus_factor1
contributors_sampled8
top_contributor_share0,969
Cómo se puntúa
46.7/46.8Resolución de issues — 100% de issues cerradas
31.9/38.3Aceptación de PR — 1958/2348 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 0/1 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs1958
open_issues9
closed_issues7611
issue_closed_ratio0,999
closed_unmerged_prs390
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
25/25Alcance del propietario — 80.903 seguidores de github
25/25Trayectoria — 556 repos públicos, cuenta de ~18 años
Datos de entrada utilizados
followers80.903
owner_typeOrganization
is_verified
owner_logingithub
public_repos556
account_age_days6651
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en go
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 214 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesgithub.com/github/gh-aw-mcpg
ecosystemsgo
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

76Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 45 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — .golangci.yml
0/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_configno

Documentación

65Moderado
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
0/10Wiki
Datos de entrada utilizados
topics
has_wikino
homepage
has_readme
has_docs_dir
has_description

Seguridad

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

69Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/1 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6,5
Cómo se puntúa
26.6/35Dependencias directas libres de avisos conocidos — 1 afectados: golang.org/x/text v0.37.0 (unknown)
0/25Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
40/40Sin avisos pendientes — ningún aviso lleva público más de 90 días
Datos de entrada utilizados
sourceosv
advisories2
affected_packages2
assessed_packages51
unassessed_packages0
affected_by_severityunknown 2
direct_affected_packages1
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos. Los pesos restantes se han renormalizado. Se cotejaron 51 dependencias resueltas con OSV. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.

Preparación para IA

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

86Excelente · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 36 de 40 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,9
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes30.309
Cómo se puntúa
18/18Arranque con un solo comando — Makefile, guards/github-guard/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato — .golangci.yml
11/11Verificación estática de tipos — Go (tipado estático)
10/10Entorno reproducible — devcontainer, Dockerfile, lockfile
10/10Práctica demostrada con agentes — 19 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Datos de entrada utilizados
has_nixno
has_tests
lockfilesCargo.lock, go.sum
has_dockerfile
typed_language
bootstrap_filesMakefile, guards/github-guard/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0,19
toolchain_manifestsgo.mod, guards/github-guard/rust-guard/Cargo.toml, test/serena-mcp-tests/samples/go_project/go.mod
dependency_bot_commit_share0
Cómo se puntúa
45/45Código verificable por tipos — Go (tipado estático)
54.3/55Tamaños de archivo manejables — 6/473 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageGo
largest_source_bytes223.744
source_files_sampled473
oversized_source_files6
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
20/20Servidor MCP
40/40Ejemplos ejecutables — samples
Datos de entrada utilizados
example_dirssamples
has_mcp_signal
api_schema_files

Datos clave

152estrellas de GitHub
8contribuidores
6653commits en los últimos 12 meses
0días desde el último push
100versiones publicadas
1factor bus
9issues abiertas
Goecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Más detalle

Historial de estrellas y forks 0 ★ / 33 ⇿
0Estrellas
33Forks
100Versiones

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.

01325383322026-012026-042026-07
Mayor 0Menor 4Parche 96
OpenSSF Scorecard 6.5 / 10
6.5agregado

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 · 2026-07-27 20:49 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/1 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
Dependencias directas 13
RegistroPaqueteRestricción de versiónManifiesto
Gogithub.com/BurntSushi/tomlv1.6.0go.mod
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1go.mod
Gogithub.com/spf13/cobrav1.10.2go.mod
Gogolang.org/x/termv0.43.0go.mod
Gogithub.com/itchyny/gojqv0.12.19go.mod
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/tetratelabs/wazerov1.12.0go.mod
Gogo.opentelemetry.io/otelv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0go.mod
Gogo.opentelemetry.io/otel/sdkv1.44.0go.mod
Gogo.opentelemetry.io/otel/tracev1.44.0go.mod
Gogolang.org/x/textv0.37.0go.mod
Todas las dependencias 51

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 13 paquetes directos y 38 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
Gogithub.com/burntsushi/tomlv1.6.0directa
Gogithub.com/itchyny/gojqv0.12.19directa
Gogithub.com/modelcontextprotocol/go-sdkv1.6.1directa
Gogithub.com/santhosh-tekuri/jsonschema/v6v6.0.2directa
Gogithub.com/spf13/cobrav1.10.2directa
Gogithub.com/stretchr/testifyv1.11.1directa
Gogithub.com/tetratelabs/wazerov1.12.0directa
Gogo.opentelemetry.io/otelv1.44.0directa
Gogo.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttpv1.44.0directa
Gogo.opentelemetry.io/otel/sdkv1.44.0directa
Gogo.opentelemetry.io/otel/tracev1.44.0directa
Gogolang.org/x/termv0.43.0directa
Gogolang.org/x/textv0.37.0directa
crates.ioitoa1.0.17indirecta
crates.iomemchr2.7.6indirecta
crates.ioproc-macro21.0.106indirecta
crates.ioquote1.0.44indirecta
crates.ioserde1.0.228indirecta
crates.ioserde_core1.0.228indirecta
crates.ioserde_derive1.0.228indirecta
crates.ioserde_json1.0.149indirecta
crates.iosyn2.0.114indirecta
crates.iounicode-ident1.0.22indirecta
crates.iozmij1.0.17indirecta
Gogithub.com/cenkalti/backoff/v5v5.0.3indirecta
Gogithub.com/cespare/xxhash/v2v2.3.0indirecta
Gogithub.com/davecgh/go-spewv1.1.1indirecta
Gogithub.com/go-logr/logrv1.4.3indirecta
Gogithub.com/go-logr/stdrv1.2.2indirecta
Gogithub.com/google/jsonschema-gov0.4.3indirecta
Gogithub.com/google/uuidv1.6.0indirecta
Gogithub.com/grpc-ecosystem/grpc-gateway/v2v2.29.0indirecta
Gogithub.com/inconshreveable/mousetrapv1.1.0indirecta
Gogithub.com/itchyny/timefmt-gov0.1.8indirecta
Gogithub.com/pmezard/go-difflibv1.0.0indirecta
Gogithub.com/segmentio/asmv1.1.3indirecta
Gogithub.com/segmentio/encodingv0.5.4indirecta
Gogithub.com/spf13/pflagv1.0.9indirecta
Gogithub.com/yosida95/uritemplate/v3v3.0.2indirecta
Gogo.opentelemetry.io/auto/sdkv1.2.1indirecta
Gogo.opentelemetry.io/otel/exporters/otlp/otlptracev1.44.0indirecta
Gogo.opentelemetry.io/otel/metricv1.44.0indirecta
Gogo.opentelemetry.io/proto/otlpv1.10.0indirecta
Gogolang.org/x/netv0.55.0indirecta
Gogolang.org/x/oauth2v0.36.0indirecta
Gogolang.org/x/sysv0.45.0indirecta
Gogoogle.golang.org/genproto/googleapis/apiv0.0.0-20260526163538-3dc84a4a5aaaindirecta
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20260526163538-3dc84a4a5aaaindirecta
Gogoogle.golang.org/grpcv1.82.1indirecta
Gogoogle.golang.org/protobufv1.36.11indirecta
Gogopkg.in/yaml.v3v3.0.1indirecta
Avisos de dependencias 2

Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 51 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 2 tienen avisos conocidos, de los cuales 1 son directas.

PaqueteVersiónRelaciónGravedadAvisosCorregido en
golang.org/x/textv0.37.0directadesconocida10.39.0
golang.org/x/netv0.55.0indirectadesconocida10.56.0

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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        {
          "tag": "v0.4.3",
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        {
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        {
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          "kind": "patch",
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        },
        {
          "tag": "v0.3.32",
          "kind": "patch",
          "published_at": "2026-06-28T20:09:10Z"
        },
        {
          "tag": "v0.3.31",
          "kind": "patch",
          "published_at": "2026-06-27T19:24:23Z"
        },
        {
          "tag": "v0.3.30",
          "kind": "patch",
          "published_at": "2026-06-24T15:37:27Z"
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        {
          "tag": "v0.3.29",
          "kind": "patch",
          "published_at": "2026-06-24T00:09:41Z"
        },
        {
          "tag": "v0.3.28",
          "kind": "patch",
          "published_at": "2026-06-22T21:26:52Z"
        },
        {
          "tag": "v0.3.27",
          "kind": "patch",
          "published_at": "2026-06-18T18:42:37Z"
        },
        {
          "tag": "v0.3.26",
          "kind": "patch",
          "published_at": "2026-06-15T17:40:04Z"
        },
        {
          "tag": "v0.3.25",
          "kind": "patch",
          "published_at": "2026-06-08T17:45:07Z"
        },
        {
          "tag": "v0.3.24",
          "kind": "patch",
          "published_at": "2026-06-08T03:47:14Z"
        },
        {
          "tag": "v0.3.23",
          "kind": "patch",
          "published_at": "2026-06-05T19:48:18Z"
        },
        {
          "tag": "v0.3.22",
          "kind": "patch",
          "published_at": "2026-05-30T15:15:42Z"
        },
        {
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          "body": "…d rate limit\n\nAdd two tests to handler_difc_test.go that use the recording tracer\n(newRecordingProxyHandler) to verify the difcSpan.IsRecording() branches:\n\n- TestHandleWithDIFC_AccessDenied_RecordsSpanEvent: verifies that a DIFC\n  coarse-check block emits a 'difc.access_denied' span event with a r\n[…]\nin handleWithDIFC. Coverage for\nhandleWithDIFC improved from 90.0% to 95.0%, and total proxy package\ncoverage from 94.4% to 95.0%.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(proxy): add span event recording tests for DIFC access denied an…",
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          "committed_at": "2026-07-27T00:17:21Z",
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        {
          "oid": "7e7f4c561e40dd74b230e999f949fe537dfa4725",
          "body": "## Test Coverage Improvement: logger fallback init helpers\n\n### Functions Analyzed\n\n- **Package**: `internal/logger`\n- **Functions**:\n  - `logFallbackWarnings`\n  - `fallbackLoggerOnInitError`\n  - `silentFallbackLoggerOnInitError`\n  - `strictLoggerOnInitError`\n- **Previous Coverage**: 0% (no direct t\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30210904844 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
          "is_bot": false,
          "headline": "[test] Add tests for logger fallback init helper functions (#10122)",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-26T23:27:40Z",
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          "body": null,
          "is_bot": false,
          "headline": "ci: upgrade GitHub Actions to latest versions (#10127)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-26T22:57:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e02e9ae061d4840193cceff648064a1c5d4d19f",
          "body": "…_test.go",
          "is_bot": true,
          "headline": "fix: correct indentation on assert.Same line in fallback_init_helpers…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-26T21:30:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7806cbbdaca5323993d8869e70dd877b0f2b1176",
          "body": "- actions/checkout: v5 (93cb6ef) → v7.0.1 (3d3c42e5aac5ba805825da76410c181273ba90b1)\n- actions/setup-go: v6 (4dc6199) → v7.0.0 (b7ad1dad31e06c5925ef5d2fc7ad053ef454303e)\n- actions/upload-artifact: v4 (ea165f8) → v7.0.1 (043fb46d1a93c77aae656e7c1c64a875d1fc6a0a)\n- actions-rust-lang/setup-rust-toolchain: v1.15.3 (a0b538f) → v1.17.0 (166cdcfd11aee3cb47222f9ddb555ce30ddb9659)\n\nCloses #10112",
          "is_bot": true,
          "headline": "ci: upgrade GitHub Actions to latest versions",
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          "author_login": "Copilot",
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          "headline": "Initial plan",
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          "oid": "653c850ab42d860e1530dabef8585006f4115702",
          "body": "…tics (#10086)\n\nSemantic clustering flagged low-effort cleanup opportunities: thin\npersistence wrappers in logger internals and potential confusion between\ntwo env-expansion paths with different failure semantics. This PR\napplies those targeted refactors without changing behavior.\n\n- **Logger intern\n[…]\nSON(...)` directly after\nremoving `writeToFile()`.\n\n```go\n// Before\nreturn tl.writeToFile()\n\n// After\nreturn tl.writeJSON(tl.data, 0644)\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10083",
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          "body": "## Summary\n\nImproved test coverage for `internal/launcher` package from **96.8% →\n97.3%**.\n\n## File Analyzed\n\n`internal/launcher/getorlaunchforsession_test.go` and\n`internal/launcher/launcher_runtime_test.go`\n\n## Improvements Made\n\n### New tests in `getorlaunchforsession_test.go`\n\n- **`TestGetOrLaun\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30180448413 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
          "is_bot": false,
          "headline": "[test-improver] Improve tests for launcher package (#10089)",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-26T21:14:23Z",
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        {
          "oid": "1863c403c28da848871ed0cf8474fdee3c9914e3",
          "body": "Add direct unit tests for four package-private helpers in\ninternal/logger/global_helpers.go that had no direct test coverage:\n\n- logFallbackWarnings: verify two WARNING lines are printed with the\n  expected error message and fallback description\n- fallbackLoggerOnInitError: verify warnings are emitt\n[…]\nenario-based, use captureStdLog for\nstderr capture, and follow the testify patterns established by the\nrest of the logger package.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for logger fallback init helper functions",
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          "body": null,
          "is_bot": true,
          "headline": "test(launcher): remove invalid double-check lock pool test",
          "author_name": "copilot-swe-agent[bot]",
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          "committed_at": "2026-07-26T16:39:02Z",
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          "body": null,
          "is_bot": true,
          "headline": "Align logger docs and test names with writeJSON refactor",
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          "oid": "2d8ba00b9e1e7069e96d2f8d31e6277e0b857597",
          "body": "…NTS.md (#10085)",
          "is_bot": false,
          "headline": "doc: add MCP_GATEWAY_API_KEY and MCP_GATEWAY_CONTAINER_RUNTIME to AGE…",
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          "oid": "4b7bcc8c484702dc611503aa84ce096e76a2306a",
          "body": "…ctStdioCommand\n\n- Add TestGetOrLaunchForSession_ServerNotFound to cover ErrServerNotFound path\n- Add TestGetOrLaunchForSession_HTTPBackendRecordsStart to cover HTTP backend\n  recordStart path and verify server state tracking\n- Add TestGetOrLaunchForSession_DoubleCheckLockPoolHit to exercise pool ca\n[…]\ntable\n- Add TestNew_RunningInContainer to cover container detection log branch in New()\n\nCoverage: internal/launcher 96.8% → 97.3%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(launcher): improve coverage for GetOrLaunchForSession and isDire…",
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          "headline": "refactor(logger): inline thin file-write wrappers",
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          "oid": "e53395eac55c939fee47bc2fc214a503eb7c320e",
          "body": "…ch (#10081)",
          "is_bot": false,
          "headline": "[test] Add tests for util.RandomBigInt zero-result normalization bran…",
          "author_name": "Landon Cox",
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        },
        {
          "oid": "e224e89ca90d061ffa5466c9d2ea0873d87e37e8",
          "body": "Extract randomBigIntFromRandFunc internal helper to make the\nastronomically-rare zero-result defensive branch testable via\ndependency injection. Add TestRandomBigIntFromRandFunc covering:\n- zero bits error path\n- rand function error wrapping\n- normal positive result passthrough\n- zero result normalized to 1 (previously untestable branch)\n\nCoverage improvement: internal/util 97.8% → 99.3%\nRandomBigInt: 77.8% → 100%\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for util.RandomBigInt zero-result normalization branch",
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          "committed_at": "2026-07-25T16:47:54Z",
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        },
        {
          "oid": "880f8dc35533084ff71daded793413ce142af294",
          "body": "…eport (#10062)\n\nSix doc/code mismatches identified by the nightly reconciliation\nworkflow — operators could misconfigure or misread guarantees based on\nthe existing text.\n\n## README.md\n\n- **`--otlp-sample-rate` has no env-var fallback** — unlike\n`--otlp-endpoint` (`OTEL_EXPORTER_OTLP_ENDPOINT`) and\n[…]\nid\"},\n\"mcpServers\": {\"github\": {\"type\": \"stdio\", \"container\":\n\"ghcr.io/github/github-mcp-server:latest\"}}\n  }' | ./awmg --config-stdin\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10028",
          "is_bot": false,
          "headline": "docs: fix 6 documentation discrepancies from nightly reconciliation r…",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-25T15:04:04Z",
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        {
          "oid": "e81dde58c57a1eaa8eca49de55b8182b2c97f632",
          "body": "… security policy (#10061)\n\nAddresses 9 of the 16 findings from the semantic function clustering\nanalysis: outlier functions in wrong packages, unnecessary thin\nwrappers, and scattered helpers that violate the import/responsibility\nhierarchy.\n\n## Outlier functions relocated\n\n- **A1** `WriteSimpleHea\n[…]\nh-remapping logic; no clean fit in `logger/fileutil.go` |\n| B5 `generateRandomSpanID` | Already uses `util.RandomBytes` — no\naction needed |\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10019",
          "is_bot": false,
          "headline": "refactor: move outlier functions, eliminate thin wrappers, centralize…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T15:03:50Z",
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        },
        {
          "oid": "4bb58d17ded1b58958b12bfe1eb3280a664e7d03",
          "body": "…uard boilerplate (#10059)\n\nThe config validation code repeated the same\nnil-check-before-dereference pattern ~5 times across\n`validation_gateway.go` and `validation_server.go`, with no shared\nabstraction — increasing bug risk (forgetting the nil guard on new\nfields) and making the validation functi\n[…]\nrn err\n}\n```\n\nAdding a new optional `*int` field now requires a single\n`validateOptionalInt` call rather than a copy-pasted nil-guard block.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10044",
          "is_bot": false,
          "headline": "refactor(config): add validateOptionalInt to eliminate repeated nil-g…",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-25T15:03:40Z",
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        {
          "oid": "a8f617407024337b8025ac57ef864386e8467d3e",
          "body": null,
          "is_bot": true,
          "headline": "docs: clarify otlp sample-rate config support",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:51:53Z",
          "body_truncated": false,
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        },
        {
          "oid": "caa5f16630755faa43fa32fc7b02da6f8aefb8cc",
          "body": "The `/health` endpoint was advertising spec version `1.14.0` despite the\nimplementation already being fully compliant with spec 1.15.0 (which\nadded `forcePublicRepos`, Write-Sink Guard Policy, and Cross-Visibility\nOpt-Out — all already shipped).\n\n## Change\n\n- **`internal/server/unified.go`**: bump t\n[…]\nn = \"1.15.0\"\n```\n\nThe existing `health_test.go` assertion references the constant\ndirectly, so it automatically validates the correct value.\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10020",
          "is_bot": false,
          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0 (#10060)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T14:48:36Z",
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        {
          "oid": "a3f3d7260869b370007223b01598cc8e037ea82f",
          "body": "…ve duplication",
          "is_bot": true,
          "headline": "refactor: semantic function clustering - move outlier functions, remo…",
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          "author_login": "Copilot",
          "committed_at": "2026-07-25T14:43:10Z",
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        },
        {
          "oid": "68464af0e1fa8625c9b78a1b9ab16f59ac22da6f",
          "body": "…rd duplication\n\nAdds a generic `validateOptionalInt(ptr *int, logMsg string, validateFn func(int) *ValidationError) error` helper to `internal/config/validation_rules.go` that consolidates the repeated nil-check-before-dereference pattern for optional `*int` fields in config validation.\n\n- Correctl\n[…]\n is handled inline in the closure, preserving existing semantics.\n- Adds `TestValidateOptionalInt` covering nil pointer, valid value, invalid value, and the zero-sentinel guard pattern.\n\nCloses #10044",
          "is_bot": true,
          "headline": "refactor(config): add validateOptionalInt helper to eliminate nil-gua…",
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          "committed_at": "2026-07-25T14:35:32Z",
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        {
          "oid": "eb290f8a30949c69b69b59f57783eebe25fb7ec1",
          "body": "## Summary\n\nAdds a missing test case to `internal/util/truncate_test.go` that covers\nthe stage-2 early-return branch in `TruncateRunes`.\n\n## File Analyzed\n\n`internal/util/truncate_test.go` / `internal/util/truncate.go`\n\n## Improvement Made\n\n`TruncateRunes` has three stages:\n1. **Fast path**: `len(s)\n[…]\now_id:\ntest-improver, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30135335670 -->\n\n<!-- gh-aw-workflow-id: test-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-improver -->",
          "is_bot": false,
          "headline": "[test-improver] Improve tests for util (TruncateRunes) (#10032)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-25T14:33:27Z",
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        {
          "oid": "53cf7851fa7a64ba6048b8fb60d847723acbb415",
          "body": "- README.md: clarify `--otlp-sample-rate` has no env-var fallback (#1)\n- README.md: state CLI enforces --config or --config-stdin via MarkFlagsOneRequired (#3)\n- README.md: improve schema-required fields phrasing to be more precise (#4)\n- CONTRIBUTING.md: change 'Go 1.26.4 or later' to 'Go 1.26.4' (#5)\n- CONTRIBUTING.md: qualify container port-mapping validation as conditional (#2)\n- CONTRIBUTING.md: update JSON stdin example to include required gateway fields (#6)\n\nCloses #10028",
          "is_bot": true,
          "headline": "docs: fix 6 documentation discrepancies found in nightly reconciliation",
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          "is_bot": true,
          "headline": "chore: bump MCPGatewaySpecVersion to 1.15.0",
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          "headline": "Potential fix for pull request finding",
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          "body": "…registry.go (#10029)\n\nAdds 3 targeted debug logging calls to\n`internal/server/tool_registry.go` using the existing `logUnified`\nlogger:\n\n- **`registerSysTool`**: logs the tool name when each sys tool is\nregistered, making startup traces easier to follow when debugging which\nsys tools were added.\n- \n[…]\n4763, workflow_id:\ngo-logger, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30134314763 -->\n\n<!-- gh-aw-workflow-id: go-logger -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/go-logger -->",
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          "headline": "[log] Add debug logging to registerSysTool and callSysServer in tool_…",
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          "oid": "7c23a4d18f18689be5080ae0b88433bcadd24768",
          "body": "Add a table-driven test case that covers the stage-2 early return in\nTruncateRunes: when len(s) > maxRunes (fast-path fails) but\nutf8.RuneCountInString(s) <= maxRunes (actual rune count fits), the\nfunction should return the string unchanged.\n\nExample: \"日本語\" (9 bytes, 3 runes) with maxRunes=4 — byte count\nexceeds the limit so the fast path is skipped, but the rune count (3)\nis within the limit so the string is returned as-is.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "test(util): add coverage for TruncateRunes multibyte early-return path",
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          "body": "…kage (#9998)\n\n🤖 *This is an automated PR from Repo Assist.*\n\nAddresses the duplication pattern reported in #9966: two callers were\nindependently asserting `m[\"isError\"].(bool)` from raw MCP result maps.\nThis extracts that into a shared `mcpresult.IsErrorResult` helper so the\nkey name `\"isError\"` is\n[…]\nworkflow_id:\nrepo-assist, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30095480391 -->\n\n<!-- gh-aw-workflow-id: repo-assist -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/repo-assist -->",
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          "oid": "2f937bff6e4756cd697aee21fab134efc4fabb68",
          "body": "…ry.go\n\nLog sys tool registration by name and log dispatch of sys tool calls,\nincluding a warning path for unknown tool names. These debug points help\ntrace sys tool lifecycle during startup and request handling.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
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          "body": "main added its own mcpresult.IsErrorResult; remove this branch's\nduplicate function and test file to fix the redeclaration build error.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>\nCopilot-Session: fcad8d0a-2218-4fa2-9f67-19f8b2f59dc7",
          "is_bot": false,
          "headline": "Resolve IsErrorResult duplication after merging main",
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          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:44:58Z",
          "body_truncated": false,
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          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/main' into repo-assist/improve-i…",
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          "oid": "12eb41cb38931e9f6e14c09f0e47e26d8bf9e7f9",
          "body": "…ases (#9973)\n\nGuard coverage reported unresolved DIFC labeling gaps where newly\nintroduced `*_ff_fields_param` and issue-dependency feature-flag tool\nnames could fall through default labeling instead of inheriting\ncanonical repo/resource-scoped labels. This change aligns those aliases\nwith their ca\n[…]\ndency_write\"\n| \"issue_dependency_write_ff_issue_dependencies\"\n| \"pin_issue\" | \"transfer_issue\" | \"unpin_issue\" => { /* existing body */ }\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9963",
          "is_bot": false,
          "headline": "Close github-guard DIFC labeling gaps for GitHub MCP feature-flag ali…",
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          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:35:19Z",
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          "oid": "d11b36bc3782db1cf70b13cae08a4bfe51c01a15",
          "body": "… command overrides (#10003)\n\nThis change removes the hard Docker-daemon assumption for stdio MCP\nserver launches by introducing runtime selection (`docker`/`podman`) and\nruntime-command overrides, while preserving the existing stdio\nparent/child transport model. Default behavior remains Docker-comp\n[…]\n]\n  },\n  \"mcpServers\": {\n    \"github\": {\n      \"type\": \"stdio\",\n      \"container\": \"ghcr.io/github/github-mcp-server:latest\"\n    }\n  }\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #10002",
          "is_bot": false,
          "headline": "Add configurable stdio container runtime (Docker/Podman) with runtime…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T22:34:29Z",
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          "oid": "b780922eb7ed33076f2f724cec17b55a470c38a7",
          "body": "This updates the CLI’s Cobra integration in a few low-risk places called\nout by the module review: completion registration now handles errors\nconsistently, the proxy listen default is named instead of inlined, and\n`awmg proxy --policy` now provides shell ActiveHelp guidance for JSON\ninput.\n\n- **Comp\n[…]\n}}'\"),\n\t\tcobra.ShellCompDirectiveNoFileComp\n}); err != nil {\n\tlogProxyCmd.Printf(\"Failed to register completion for --policy: %v\", err)\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9980",
          "is_bot": false,
          "headline": "Tighten Cobra completion registration and proxy flag UX (#9985)",
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          "oid": "bb52e6c42504096d098b3b764233bd3467999bc4",
          "body": "…tIntegrityLevel, formatSecrecyLevel (#10004)\n\n## Test Coverage Improvement: `difc/violations.go`\n\n### Function Analyzed\n\n- **Package**: `internal/difc`\n- **File**: `violations.go`\n- **Previous Coverage**: 0% (no test file existed)\n- **Functions covered**: `ViolationError.Error`,\n`ViolationError.Det\n[…]\ner, run:\nhttps://github.com/github/gh-aw-mcpg/actions/runs/30111060325 -->\n\n<!-- gh-aw-workflow-id: test-coverage-improver -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/test-coverage-improver\n-->",
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          "headline": "Refactor runtime whitespace helper naming",
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          "headline": "Refine runtime command detection and defaulting",
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          "headline": "Fix response-level DIFC alias dispatch parity",
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          "headline": "Fix runtime validation and launcher containerized detection",
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          "committed_at": "2026-07-24T19:32:16Z",
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          "is_bot": true,
          "headline": "refactor: use mcpresult.IsErrorResult in tool result conversion",
          "author_name": "copilot-swe-agent[bot]",
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          "committed_at": "2026-07-24T19:28:44Z",
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          "body": "Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Potential fix for pull request finding",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:32Z",
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        {
          "oid": "a42172c439e8dc8699be9585de62adf0cc8c9038",
          "body": "… (#9984)\n\nThe Rust guard had no direct unit coverage for three security-sensitive\n`apply_tool_labels` policy arms: private user metadata, public\nGitHub-controlled metadata, and repository security advisories. This\nalso trims an internal backend helper that was exposed more broadly than\nits call sit\n[…]\n], String::new(),\n&ctx);\n\n      assert_eq!(secrecy, private_user_label());\n      assert_eq!(integrity, project_github_label(&ctx));\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9981",
          "is_bot": false,
          "headline": "Add Rust guard coverage for GitHub-controlled/advisory label policies…",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:25:17Z",
          "body_truncated": true,
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        {
          "oid": "fbd2e99d93037d503c6322be9513d9296af063be",
          "body": "Visibility-related code paths were normalizing strings inline in\nmultiple packages using the same trim+lowercase pattern. This refactor\ncentralizes that logic so sink visibility and related policy fields\nnormalize consistently from one helper.\n\n- **What changed**\n  - Added a shared helper:\n    ```go\n[…]\nrmalizeStringCI(configuredVisibility)\n  if actual == RepoVisibilityPublic && configured != \"public\" {\n  \treturn \"public\", true, nil\n  }\n  ```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9965",
          "is_bot": false,
          "headline": "Extract shared case-insensitive visibility normalizer (#9972)",
          "author_name": "Landon Cox",
          "author_login": "lpcox",
          "committed_at": "2026-07-24T19:24:37Z",
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          "oid": "2283933559fc891dc80d35e4a341464c9c51be2f",
          "body": null,
          "is_bot": true,
          "headline": "test: resolve difc lint failures from duplicate test names",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-07-24T18:33:58Z",
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        {
          "oid": "0462d70c7dfe37dc4dec5313cd87bc9a387e83f9",
          "body": "… (#9971)\n\nThe raw MCP tool-result `isError` bool assertion was duplicated in tool\nresult conversion and rate-limit detection. This change centralizes that\ncheck in `internal/mcpresult` so raw-result handling has a single source\nof truth.\n\n- **Shared raw-result helper**\n- Add `mcpresult.IsErrorResul\n[…]\n maps\n\nExample:\n\n```go\nfunc IsErrorResult(result map[string]interface{}) bool {\n\tisError, _ := result[\"isError\"].(bool)\n\treturn isError\n}\n```\n\n<!-- START COPILOT CODING AGENT SUFFIX -->\n\n- Fixes #9966",
          "is_bot": false,
          "headline": "Refactor raw MCP tool-result `isError` detection into a shared helper…",
          "author_name": "Landon Cox",
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          "committed_at": "2026-07-24T18:27:17Z",
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          "oid": "fb1001e2a0fee69cf18ae5d979535347029fe083",
          "body": "## Schema URL Update\n\nUpdates the MCP Gateway JSON schema validation URL from the previous\nversion to `v0.83.1`.\n\n### Files Changed\n\n- `internal/config/validation_errors.go` — `SchemaURL` constant updated\nto `v0.83.1`\n- `internal/config/validation_schema_test.go` — hardcoded schema URL\nupdated to `v\n[…]\npg/actions/runs/30065166553 -->\n\n<!-- gh-aw-expires-type: pull-request -->\n\n<!-- gh-aw-workflow-id: nightly-schema-updater -->\n<!-- gh-aw-workflow-call-id: github/gh-aw-mcpg/nightly-schema-updater\n-->",
          "is_bot": false,
          "headline": "🔄 chore: update gh-aw schema URL to v0.83.1 (#9967)",
          "author_name": "Landon Cox",
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          "headline": "Refine runtime validation and detection logic",
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          "headline": "Add configurable stdio container runtime support",
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          "oid": "3cde72fb823311001a30fb7bfa4c9a44f0a8d7c6",
          "body": "…formatIntegrityLevel, formatSecrecyLevel)\n\nAdd comprehensive unit tests for violations.go, which had no test coverage:\n\n- TestViolationError_Error_Secrecy: all secrecy violation message paths\n- TestViolationError_Error_Integrity: write/read violation paths with/without missing tags\n- TestViolationE\n[…]\nix, unknown tags\n- TestFormatSecrecyLevel: private:scope, plain private, longest scope wins,\n  empty scope edge case, unknown tags\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add tests for difc.violations (ViolationError, FormatViolationError, …",
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          "headline": "Initial plan",
          "author_name": "copilot-swe-agent[bot]",
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          "oid": "ca7f0b9441e3f68ae141aeab110932192a557451",
          "body": "Addresses the duplication reported in #9966: two callers independently\nasserted m[\"isError\"].(bool) from raw MCP result maps. Extract this\ninto mcpresult.IsErrorResult so the key name 'isError' is defined in\na single location.\n\n- Add mcpresult.IsErrorResult(map[string]interface{}) bool\n- Use it in s\n[…]\nresult.go already uses the\n  typed SDK struct path, so it does not need the helper)\n- Add table-driven unit test for IsErrorResult\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
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          "headline": "refactor: extract IsErrorResult helper to mcpresult package",
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          "headline": "Polish cobra policy completion tests",
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          "headline": "Improve cobra command completions",
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          "oid": "6a9bbf2165c617ee6796d8ce871cb0791c430aa1",
          "body": "…ort (#9947)",
          "is_bot": false,
          "headline": "docs: fix documentation discrepancies from nightly reconciliation rep…",
          "author_name": "Landon Cox",
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          "headline": "[test-improver] Improve tests for WrapWithSessionAutoInit (#9952)",
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          "headline": "[log] Add debug logging to difc/tagset batch operations (#9951)",
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                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 1958,
              "open_issues": 9,
              "closed_issues": 7611,
              "issue_closed_ratio": 0.999,
              "closed_unmerged_prs": 390
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1958/2348 decided PRs merged",
                "points": 31.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1958,
                      "decided": 2348
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/1 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 80903,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "github",
              "public_repos": 556,
              "account_age_days": 6651
            },
            "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": "80,903 followers of github",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 80903,
                      "login": "github"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "556 public repos, account ~18 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 556
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 18
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/github/gh-aw-mcpg"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
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                  }
                ],
                "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": "214 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 214
                    }
                  }
                ],
                "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": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "45 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 45
                    }
                  }
                ],
                "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": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
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                  }
                ],
                "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": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 6.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 9 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/1 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "2 existing vulnerabilities detected",
                "points": 6,
                "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. Remaining weights renormalized. Matched 51 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 51
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 2,
              "assessed_packages": 51,
              "unassessed_packages": 0,
              "affected_by_severity": "unknown 2",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: golang.org/x/text v0.37.0 (unknown)",
                "points": 26.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "golang.org/x/text v0.37.0 (unknown)"
                    }
                  }
                ],
                "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 has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "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": 51,
              "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": 10
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "excellent",
        "name": "AI Readiness",
        "value": 86,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.9,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 30309
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
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                  }
                ],
                "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": "36 of 40 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 36,
                      "sampled": 40
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "guards/github-guard/Makefile"
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.19,
              "toolchain_manifests": [
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              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, guards/github-guard/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, guards/github-guard/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "19 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 19,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
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                "status": "met",
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              {
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            "notes": [],
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            },
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                "detail": null,
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              },
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              },
              {
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T20:49:49.333490Z",
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}

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

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.

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