Registro públicoBueno
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-26 15:32 UTC
Azure / GPT-RAG
Sharing the learning along the way we been gathering to enable Azure OpenAI at enterprise scale in a secure manner. GPT-RAG core is a Retrieval-Augmented Generation pattern running in Azure, using Azure Cognitive Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.
Azure/GPT-RAG tiene un índice de salud de 76 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (95/100) y la más baja, AI Readiness (59/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.
76
global / 100Índice 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.
76
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
Titularidad
Microsoft AzureOrganización
15.084 seguidores2726 repositorios públicosdesde mar 2014
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
95
Actividad de desarrollo
92Excelente
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 27.7/36 | Cadencia de commits — 40/52 semanas con commits |
| 18/18 | Volumen de commits — 338 commits en el último año |
| 10/10 | OpenSSF 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_year | 338 |
| human_commit_share | 0,97 |
| days_since_last_push | 0 |
| active_weeks_last_year | 40 |
Disciplina de publicación
100Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 90 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 5 días |
| 27/27 | Cadencia de publicación — una versión cada ~2,2 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 90 |
| latest_release_tag | v3.7.0 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 2,2 |
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?
85
Popularidad y adopción
78Bueno
Cómo se puntúa
| 49.7/60 | Estrellas — 1165 estrellas |
| 20.8/25 | Forks — 313 forks |
| 7/15 | Observadores — 19 observadores |
Datos de entrada utilizados
| forks | 313 |
| stars | 1165 |
| watchers | 19 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
92Excelente
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (MIT) |
| 18/18 | Guía CONTRIBUTING |
| 13.5/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 6.3/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | sí |
| has_pull_request_template | sí |
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
65
Resiliencia de mantenedores (factor bus)
39En riesgo
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 6.8/22.5 | Distribución de commits — el principal contribuyente firma el 70% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 22 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 22 |
| top_contributor_share | 0,699 |
Cómo se puntúa
| 46.5/46.8 | Resolución de issues — 99% de issues cerradas |
| 34.7/38.3 | Aceptación de PR — 321/354 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 321 |
| open_issues | 1 |
| closed_issues | 180 |
| issue_closed_ratio | 0,994 |
| closed_unmerged_prs | 33 |
Propiedad y custodia
80Bueno
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 25/25 | Alcance del propietario — 15.084 seguidores de Azure |
| 25/25 | Trayectoria — 2726 repos públicos, cuenta de ~12 años |
Datos de entrada utilizados
| followers | 15.084 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Azure |
| public_repos | 2726 |
| account_age_days | 4527 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
66
Prácticas de ingeniería
50Moderado
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 4 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 2/20 | OpenSSF Scorecard: CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentación
90Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://aka.ms/gpt-rag |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | azure, gpt-3, gpt-4, openai, azd-templates |
| has_wiki | no |
| homepage | https://aka.ms/gpt-rag |
| has_readme | sí |
| has_docs_dir | sí |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
67
Postura de seguridad
59Moderado
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0.2/2.5 | CI-Tests — 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/21 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,9 |
Excluidos de la puntuación (sin datos o no aplicable): packaging, signed_releases. Los pesos restantes se han renormalizado.
Avisos de dependencias
100Excelente
Cómo se puntúa
| 35/35 | Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido |
| 0/25 | Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 11 |
| unassessed_packages | 1 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
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 11 dependencias resueltas con OSV. 1 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.
59
Contexto y guía para agentes
85Excelente
Cómo se puntúa
| 45/45 | Instrucciones para agentes — .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 40/40 | Historial de commits legible — 82 de 97 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,845 |
| agent_instruction_files | .github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md |
| agent_instruction_max_bytes | 7839 |
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 10/10 | Práctica demostrada con agentes — 69 de los últimos 100 commits con autoría o crédito de agente |
| 8/8 | Mantenimiento automatizado — 3 de los últimos 100 commits son actualizaciones automáticas de dependencias |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0,69 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,03 |
Legibilidad del código para modelos
52Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 51.9/55 | Tamaños de archivo manejables — 1/18 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 87.828 |
| source_files_sampled | 18 |
| oversized_source_files | 1 |
Datos clave
1165estrellas de GitHub
22contribuidores
338commits en los últimos 12 meses
0días desde el último push
90versiones publicadas
1factor bus
1issues abiertas
PyPIecosistemas 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 ★ / 313 ⇿
0Estrellas
313Forks
90Versiones
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.
Mayor 3Menor 16Parche 71
Cada punto abarca 3 días.
OpenSSF Scorecard 5.9 / 10
5.9agregado
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 1 | CI-Tests | 2 out of 17 merged PRs checked by a CI test -- score normalized to 1 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/21 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/d | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Todas las dependencias 12
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 12 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | azure-appconfiguration | 1.9.0 | indirecta |
| PyPI | azure-identity | 1.25.3 | indirecta |
| PyPI | azure-keyvault-secrets | 4.11.0 | indirecta |
| PyPI | azure-mgmt-appcontainers | 5.0.0 | indirecta |
| PyPI | azure-mgmt-cognitiveservices | 13.6.0 | indirecta |
| PyPI | azure-mgmt-cosmosdb | 9.8.0 | indirecta |
| PyPI | azure-mgmt-resource | 24.0.0 | indirecta |
| PyPI | click | 8.2.1 | indirecta |
| PyPI | jinja2 | 3.1.6 | indirecta |
| PyPI | pyyaml | 6.0.3 | indirecta |
| PyPI | requests | 2.34.2 | indirecta |
| PyPI | tabulate | — | indirecta |
Avisos de dependencias 1
Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 11 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 1 tienen avisos conocidos, de los cuales 0 son directas. 1 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.
| Paquete | Versión | Relación | Gravedad | Avisos | Corregido en |
|---|---|---|---|---|---|
| click | 8.2.1 | indirecta | alta | 1 | 8.3.3 |
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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"committed_at": "2026-07-13T13:51:59Z",
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"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: merge main into develop after v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-13T13:48:27Z",
"body_truncated": false,
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"oid": "f63c929415ba4442685fcecd0f17669163fd4d8d",
"body": "release: v3.4.1",
"is_bot": false,
"headline": "Merge pull request #553 from Azure/release/3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:41Z",
"body_truncated": false,
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{
"oid": "a94c1a02f3102a895aa7c091365da689629d4138",
"body": "Fixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:14:17Z",
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"oid": "3b9f0e3e4198cb2fdafb775725654ff6eb19531a",
"body": "…#552)\n\nscripts/postProvision.ps1::Set-GptRagAppConfiguration explicitly seeded\nevery FOUNDRY_IQ_* App Configuration key but left the WORK_IQ_* and\nFABRIC_IQ_* keys (added in v3.3.0 and v3.4.0) to be populated as a\nside-effect of config/search/setup.py rendering search.settings.j2.\n\nThat meant opera\n[…]\na fresh\nprovision registers the keys with their defaults and operators can flip\nthem from the App Configuration blade.\n\nFixes #551\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(post-provision): seed WORK_IQ_* and FABRIC_IQ_* App Config keys (…",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T20:12:29Z",
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"oid": "397940a394869b89cca80d46daa41a53c76a3e07",
"body": "release: v3.4.0",
"is_bot": false,
"headline": "Merge pull request #550 from Azure/release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T19:56:16Z",
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{
"oid": "8b7d712efa5c4d31fe8963d9862d4bb12676bfe3",
"body": null,
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/main' into release/3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:58:37Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "f589f40e23f2c37a4d8fffe01d2815ed3cc4009d",
"body": "Cut v3.4.0 release notes from Unreleased and bump manifest pins:\ntop-level tag v3.3.0 -> v3.4.0 and gpt-rag-orchestrator pin\nv3.2.0 -> v3.3.0.\n\nv3.4.0 adds Fabric IQ (Microsoft Fabric ontology) as an optional\nFoundry IQ knowledge source, gated by FABRIC_IQ_ENABLED and default\noff. Landing zone is a no-op for this release. Live Fabric query\nvalidation is deferred to a Fabric-capable tenant.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.4.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:26:48Z",
"body_truncated": false,
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},
{
"oid": "4aff249f28353b605be9d849ef2fedc4ef7573f9",
"body": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"is_bot": false,
"headline": "Merge pull request #549 from Azure/feature/fabric-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:22:53Z",
"body_truncated": false,
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{
"oid": "4a164f12944f2bb466fc24b46896b7abe7b952e0",
"body": "Adds a fabricOntology knowledge source to the Foundry IQ knowledge base\n\nwhen FABRIC_IQ_ENABLED is truthy and all three binding fields\n\n(FABRIC_IQ_KNOWLEDGE_SOURCE_NAME, FABRIC_IQ_WORKSPACE_ID, FABRIC_IQ_ONTOLOGY_ID)\n\nare set. Mirrors the Work IQ integration shape shipped in v3.3.0.\n\n- search.j2: em\n[…]\ntests mirroring the Work IQ suite.\n\nPairs with orchestrator v3.3.0 (retrieve-time Fabric IQ support).\n\nRefs: Azure/GPT-RAG#543\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat(search): register Fabric IQ (fabricOntology) knowledge source",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:15:01Z",
"body_truncated": true,
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{
"oid": "5034b56a3b75c73d713542b015574a717561ef4d",
"body": "The docs page for retrieval backends was reorganized in Azure/GPT-RAG-docs\ninto a new Grounding sources subgroup. Point the README at the new\noverview page so first-time operators land on the entry point instead\nof the old dense retrieval backend page.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: update README link to new grounding overview page",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T18:02:56Z",
"body_truncated": false,
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{
"oid": "41cdd0a8ebdf4c5551b08a768fe46144748ad37d",
"body": "Removes the Network-isolated deployments and Retrieval backend configuration\nsections from the README and replaces them with a short Getting started block\npointing to the documentation site. The README is meant to be a landing page,\nnot a manual.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: slim README, defer deployment and retrieval details to docs site",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:41:39Z",
"body_truncated": false,
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{
"oid": "fdf8f7da7cd69eb7ad70d411a123b0ba82d3c279",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: remove em-dashes from README intro paragraph",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:32Z",
"body_truncated": false,
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{
"oid": "942db8e5128e626b6003e8529b3f7ce0198cd4c9",
"body": "Break the wall-of-text 'Network-isolated deployments' section into scannable\nsubsections (Preflight checks, Automated and unattended provisioning,\nContainer image builds) with bullets for the bypass flags.\n\nSimplify 'Retrieval backend configuration' to say plainly which backend is\nwhich and how to p\n[…]\ninto the README. The full operator guide (patterns, security modes,\nbilling, rollback, limitations) is linked out to the docs.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "docs: reformat README network-isolated and retrieval sections",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T17:38:02Z",
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{
"oid": "f7f374969163c1f86a520f8e7b74f3ddd8752356",
"body": "Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: reopen changelog after v3.3.0 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:10:06Z",
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{
"oid": "889a63e343c0b37654c4be44f1ddb1b16608e1d2",
"body": "release: v3.3.0",
"is_bot": false,
"headline": "Merge pull request #548 from Azure/release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:35Z",
"body_truncated": false,
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{
"oid": "700b98535a8dde2236140973a033383528e9b4d1",
"body": "Keep the release/3.3.0 changes (Work IQ [v3.3.0] section, manifest tag\nv3.3.0 and orch pin v3.2.0). Let the [v3.0.7] retroactive entry from main\nflow through below.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge origin/main into release/3.3.0",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:09:12Z",
"body_truncated": false,
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{
"oid": "17b572f8b761081437d3713c4a0db2413b75f9e9",
"body": "Work IQ knowledge source support (opt-in)",
"is_bot": false,
"headline": "Merge pull request #547 from Azure/feature/work-iq",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:07:02Z",
"body_truncated": false,
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{
"oid": "5cfff452ca5f8d3e33aebdea15e55e05c42739ac",
"body": "- manifest.json: gpt-rag tag v3.2.0 -> v3.3.0, orchestrator pin v3.1.1 -> v3.2.0\n- CHANGELOG: [v3.3.0] Unreleased -> [v3.3.0] - 2026-07-10, add Changed section\n documenting the orchestrator pin bump, add Component versions table per\n release convention.\n\nCo-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator pin to v3.2.0 and cut v3.3.0 release notes",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-10T15:06:44Z",
"body_truncated": false,
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{
"oid": "2d3ddac10393630af4e3b337fed9d371d7933ec8",
"body": "Adds an optional Microsoft 365 Work IQ knowledge source to Foundry IQ deployments.\n\nRendered when RETRIEVAL_BACKEND=foundry_iq, WORK_IQ_ENABLED=true, and WORK_IQ_KNOWLEDGE_SOURCE_NAME is set. Includes a soft Microsoft Graph preflight for admin consent on the Work IQ service principal (appId fdcc1f02\n[…]\ntrator pin bump is deferred to a follow-up commit once the paired gpt-rag-orchestrator release is tagged.\n\nRefs: Azure/gpt-rag#543\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Work IQ knowledge source support (opt-in, default-off)",
"author_name": "placerda",
"author_login": null,
"committed_at": "2026-07-10T14:54:16Z",
"body_truncated": true,
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{
"oid": "94b4bf39dd98e01be0005e0015ee46f3be8fe104",
"body": "chore: bump orchestrator to v3.1.1",
"is_bot": false,
"headline": "Merge pull request #545 from Azure/feature/bump-orchestrator-3-1-1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:48Z",
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"oid": "be6e9a44693c417e99e19bd8c5e37e0827f885a3",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "chore: bump orchestrator to v3.1.1",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-03T03:22:10Z",
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{
"oid": "960faa67d9a8f88a85b8f56a67d657681dd7d9e0",
"body": "Add opt-in Foundry IQ conversational knowledge source support for chat-uploaded files in Pattern A deployments.\\n\\nValidated locally with python -m pytest config/search/tests.",
"is_bot": false,
"headline": "feat(foundry-iq): serve UI file uploads in Pattern A (v3.2.0)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-02T23:55:21Z",
"body_truncated": false,
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{
"oid": "8f0b81f3f51d0275d2b1d2b7e1d1bf71ad9403c4",
"body": "* Wire Foundry IQ defaults into deployment parameters\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* Fix Foundry IQ standard extraction setup\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* release: v3.0.7\n\nCo-authored-by: Copilot <223556219+Copilot\n[…]\nelog with postProvision CAF fix + full validation\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.1.0 - AI Landing Zone v2.2.0 (CAF naming default) (#541)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-07-01T10:45:27Z",
"body_truncated": true,
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{
"oid": "dc0afd97a3eef64cea0a9a433394b680c6c79574",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.7",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-29T17:03:35Z",
"body_truncated": false,
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{
"oid": "6ee28d08b8fa6be3a2a3ef26f349ca90f5728e15",
"body": "Release GPT-RAG v3.0.6.",
"is_bot": false,
"headline": "v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:27:06Z",
"body_truncated": false,
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{
"oid": "ec3818761b82a15e18553013d493f9500fae4876",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.6",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:25:56Z",
"body_truncated": false,
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{
"oid": "f4c756f7a28f666f22828a8b3ed0782e73031253",
"body": "Adds a regional preflight gate before long provisioning runs.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Add regional preflight gate",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-28T16:22:24Z",
"body_truncated": false,
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{
"oid": "7568368fb98cedf316690aff6098e6dd99611eb8",
"body": "v3.0.5",
"is_bot": false,
"headline": "Merge pull request #534 from Azure/release/v3.0.5",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:53Z",
"body_truncated": false,
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{
"oid": "c84738cf28f35ab3e7e48127610f2f2343490f52",
"body": "Bumps AI Landing Zone pin to v2.1.4, which fixes capability host subnet\ndelegation casing (Microsoft.app -> Microsoft.App) and unblocks ZT +\nFoundry IQ provisioning. Closes bicep-ptn-aiml-landing-zone#110 from the\nGPT-RAG consumption side.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.5 - unblock Zero Trust + Foundry IQ",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-27T12:25:25Z",
"body_truncated": false,
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{
"oid": "b09b7efd964b127526ce1fd4f48ece7897238256",
"body": "release: v3.0.4 - Foundry IQ pin alignment",
"is_bot": false,
"headline": "Merge pull request #533 from Azure/develop",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:43:19Z",
"body_truncated": false,
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},
{
"oid": "a701a43ae738d96b268b17ed12faba90b85c03bd",
"body": "main was at v2.9.17 and had never received the v3.0.x line that landed\non develop. Merging main forward into develop so the develop -> main PR\nfor v3.0.4 fast-forwards cleanly and preserves the v2.9.16 CHANGELOG\nentry that only existed on main.\n\nConflict resolution:\n- manifest.json: kept develop's v\n[…]\ne auto-merge\n collapsed, and inserted main's v2.9.16 entry between v3.0.1 and\n v2.9.15 so no released changelog history is lost.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Merge main into develop for v3.0.4 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:41:56Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "fb78629ec8b25f8aba1b63cfbbdca56e72be25c0",
"body": "Cuts GPT-RAG v3.0.4. Aligns the Foundry IQ release train end to end so\nmanifest.json, the infra submodule, and the runtime defaults all match what\nthe v3.0.x changelog entries and GitHub Release notes have been advertising.\n\n- manifest.json: bump tag to v3.0.4 and gpt-rag-orchestrator pin to v3.0.2\n\n[…]\nce ID used by query-time RBAC\n filtering.\n- CHANGELOG.md: add v3.0.4 entry summarizing the pin alignment and the\n search.j2 fix.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "release: v3.0.4 - Foundry IQ pin alignment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:38:28Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "02d8f9b211d77ef45d975b823ab3b70be89c6887",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Pin AILZ v2.1.3 for Zero Trust deployment",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T21:34:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bc4263853120bf7d084b83fefa02af085ff32bbe",
"body": "Switch the native Foundry IQ Blob Knowledge Source default content extraction mode from minimal to standard so scanned and image-only PDFs are ingested with OCR by default. Under minimal, such PDFs ingested with empty content and were silently unsearchable.\n\nDocument the prereqs, limits, billing, and immutability of the new default in CHANGELOG, and point operators with text-only PDFs at the FOUNDRY_IQ_CONTENT_EXTRACTION_MODE=minimal opt-down.",
"is_bot": false,
"headline": "Default FOUNDRY_IQ_CONTENT_EXTRACTION_MODE to standard (#532)",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T17:08:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca365cf162c77259fec2f2338ecff883ffbe3129",
"body": "Fix native Foundry IQ Blob setup",
"is_bot": false,
"headline": "Merge pull request #531 from Azure/fix-foundry-iq-blob-setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:20:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35893512e74e444d87b14b6e77a8c25b5d648e17",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix native Foundry IQ Blob setup",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T10:19:01Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d17b2e149a0e3c9f25f957470165320ec5e37032",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Prepare GPT-RAG v3.0.1 release",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:49:21Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "1f79827800ce8ef967008d9c4364de766832ecde",
"body": "Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "Default Foundry IQ to native blob ingestion",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
"committed_at": "2026-06-26T03:48:30Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "edf1a62615c8f2850bd1968317495353ab66c0bf",
"body": "Adds GPT-RAG v3.0.0 configuration and pins for Foundry IQ retrieval support.\\n\\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add Foundry IQ retrieval configuration",
"author_name": "Paulo Lacerda",
"author_login": "placerda",
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"headline": "release: v2.9.15 - bump ingestion pin to v2.4.13 (#523)",
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"body": "Bump AI Landing Zone to v2.0.18",
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"headline": "Merge pull request #503 from Azure/feature/update-ailz-v2.0.18",
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"headline": "Merge remote-tracking branch 'origin/main' into develop",
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"body": "* feat(preflight): defer to landing zone v2.0.3 regional checks (#473)\n\nBumps infra submodule and manifest ailz_tag to v2.0.3, which extends\nInvoke-PreflightChecks.ps1 with the regional readiness block (subscription\ndrift, provider/location per resource, AI Search & Cosmos capacity\nwarnings, jumpbox\n[…]\ned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "release: v2.9.2 (#501)",
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"body": "Bumps [azure-identity](https://github.com/Azure/azure-sdk-for-python) from 1.21.0 to 1.25.3.\n- [Release notes](https://github.com/Azure/azure-sdk-for-python/releases)\n- [Commits](https://github.com/Azure/azure-sdk-for-python/compare/azure-identity_1.21.0...azure-identity_1.25.3)\n\n---\nupdated-depende\n[…]\nirect: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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{
"oid": "ae6c6124c1468d73b9687dc9f6230321df91956f",
"body": "# Conflicts:\n#\tCHANGELOG.md",
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"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 59,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.9
},
"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": "2 out of 17 merged PRs checked by a CI test -- score normalized to 1",
"points": 0.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/21 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 6 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 1,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"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 11 resolved dependencies against OSV; 1 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": 11
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 1
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 11,
"unassessed_packages": 1,
"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": 11,
"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": 11
},
"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": 59,
"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": 0.845,
"agent_instruction_files": [
".github/copilot-instructions.md",
".github/instructions/config-python.instructions.md",
".github/instructions/contracts.instructions.md",
".github/instructions/lifecycle-hooks.instructions.md",
".github/instructions/release.instructions.md",
"AGENTS.md"
],
"agent_instruction_max_bytes": 7839
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".github/copilot-instructions.md, .github/instructions/config-python.instructions.md, .github/instructions/contracts.instructions.md, .github/instructions/lifecycle-hooks.instructions.md, .github/instructions/release.instructions.md, AGENTS.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "82 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 82,
"sampled": 97
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.69,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.03
},
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "69 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 69,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "3 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 3,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 2,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 87828,
"source_files_sampled": 18,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/18 source files over 60KB",
"points": 51.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 18,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T15:32:08.947843Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/Azure/GPT-RAG.svg",
"full_name": "Azure/GPT-RAG",
"license_state": "standard",
"license_spdx": "MIT"
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas.