Registro público
Informe de salud del softwareesquema 0.26.0 · métricas 1.13.0 · 2026-07-22 20:56 UTC

ROCm / mori

Modular RDMA Interface

C++ · PythonMIT★ 154 estrellas⑂ 67 forksdesde abr 2025Ver en GitHub ↗

ROCm/mori tiene un índice de salud de 74 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (95/100) y la más baja, Security (45/100). Se actualizó por última vez hoy. 2 personas concentran 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

2350 seguidores400 repositorios públicosdesde ago 2016

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
PyPIamd_mori1.2.25665hace 6 días

Métricas por categoría

Vitalidad

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

95Excelente · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
34.6/36Cadencia de commits — 50/52 semanas con commits
18/18Volumen de commits — 332 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year332
human_commit_share1
days_since_last_push0
active_weeks_last_year50
Cómo se puntúa
27/27Publica versiones — 6 versiones publicadas
36/36Recencia de las versiones — última versión hace 6 días
27/27Cadencia de publicación — una versión cada ~21,7 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count6
latest_release_tagv1.2.2
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases21,7

Comunidad y Adopción

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

53Moderado · 18% del índice global
Cómo se puntúa
35.4/60Estrellas — 154 estrellas
15.2/25Forks — 67 forks
4.7/15Observadores — 8 observadores
Datos de entrada utilizados
forks67
stars154
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_template
Cómo se puntúa
36.7/80Descargas mensuales — 566 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesamd_mori
dependents
ecosystemspypi
total_downloads
monthly_downloads566
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

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

78Bueno · 24% del índice global
Cómo se puntúa
25.2/54Factor bus — la mitad de los commits recae en 2 contribuyente(s)
15.2/22.5Distribución de commits — el principal contribuyente firma el 32% de los commits
13.5/13.5Amplitud de contribuyentes — 31 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Datos de entrada utilizados
bus_factor2
contributors_sampled31
top_contributor_share0,323
Cómo se puntúa
35.4/46.8Resolución de issues — 76% de issues cerradas
34.4/38.3Aceptación de PR — 372/414 PR decididos fusionados
6/15OpenSSF Scorecard: Code-Review — Found 13/30 approved changesets -- score normalized to 4
Datos de entrada utilizados
merged_prs372
open_issues15
closed_issues47
issue_closed_ratio0,758
closed_unmerged_prs42
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
24.2/25Alcance del propietario — 2350 seguidores de ROCm
25/25Trayectoria — 400 repos públicos, cuenta de ~9 años
Datos de entrada utilizados
followers2350
owner_typeOrganization
is_verified
owner_loginROCm
public_repos400
account_age_days3622
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 6 días
20/20Historial de versiones — 5 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesamd_mori
ecosystemspypi
any_deprecatedno
min_days_since_publish6

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

86Excelente · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 7 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 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_config
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

Seguridad

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

45En riesgo · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 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
3/7.5Code-Review — Found 13/30 approved changesets -- score normalized to 4
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not 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
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4,5
Excluidos de la puntuación (sin datos o no aplicable): packaging. Los pesos restantes se han renormalizado.

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.

69Moderado · 0% del índice global
Cómo se puntúa
0/45Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 100 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Cómo se puntúa
18/18Arranque con un solo comando — docs/Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — C++ (tipado estático)
10/10Entorno reproducible — Dockerfile
4/10Práctica demostrada con agentes — 2 de los últimos 100 commits con autoría o crédito de agente
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesdocs/Makefile
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share0,02
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
45/45Código verificable por tipos — C++ (tipado estático)
53.4/55Tamaños de archivo manejables — 17/582 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageC++
largest_source_bytes422.504
source_files_sampled582
oversized_source_files17
Cómo se puntúa
40/40Esquema de API (OpenAPI/GraphQL/proto) — src/umbp/distributed/proto/umbp.proto, src/umbp/distributed/proto/umbp_peer.proto, src/umbp/distributed/proto/umbp_standalone.proto
0/20Servidor MCP
40/40Ejemplos ejecutables — example, examples
Datos de entrada utilizados
example_dirsexample, examples
has_mcp_signalno
api_schema_filessrc/umbp/distributed/proto/umbp.proto, src/umbp/distributed/proto/umbp_peer.proto, src/umbp/distributed/proto/umbp_standalone.proto

Datos clave

154estrellas de GitHub
31contribuidores
332commits en los últimos 12 meses
0días desde el último push
6versiones publicadas
2factor bus
15issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:amd_mori@1.2.2; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Más detalle

Historial de estrellas y forks 0 ★ / 67 ⇿
0Estrellas
67Forks
6Versiones

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.

01325385063756732025-082026-022026-07
Mayor 0Menor 3Parche 3
OpenSSF Scorecard 4.5 / 10
4.5agregado

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 · 2026-07-22 20:56 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 13/30 approved changesets -- score normalized to 4
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Todas las dependencias 15

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 0 paquetes directos y 15 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIcmakeindirecta
PyPIcythonindirecta
PyPImyst-parserindirecta
PyPIninjaindirecta
PyPIprettytableindirecta
PyPIpybind11indirecta
PyPIpygmentsindirecta
PyPIpytest-assumeindirecta
PyPIsetuptoolsindirecta
PyPIsetuptools-scmindirecta
PyPIsphinxindirecta
PyPIsphinx-autodoc-typehintsindirecta
PyPIsphinx-copybuttonindirecta
PyPIsphinx-rtd-themeindirecta
PyPIsphinxcontrib-napoleonindirecta
Avisos de dependencias sin evaluar

El cotejo de avisos no pudo ejecutarse para este informe: No resolved dependencies carried a version and a supported ecosystem

Informe JSON sin procesar legible por máquina
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          "headline": "fix(umbp): support N host regions per worker in standalone-process mode",
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          "headline": "docs: add Kimi collaboration news (#495)",
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          "headline": "feat(umbp): Add UMBP standalone process mode (#460)",
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          "headline": "feat(EPv2): combine gather inner-unroll + tuned geometry by default +…",
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          "author_login": "jhchouuu",
          "committed_at": "2026-07-16T13:10:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d1886a36f8512856420a39f7aca1b9606250b8a1",
          "body": "…h wheels (#483)\n\n- No wheels committed to gh-pages (removes .git bloat)\n- CI installs wheel from build artifact; users use PyPI amd-mori-nightly\n- publish-pypi runs on main only; schedule -> 04:00 Beijing; README updated",
          "is_bot": false,
          "headline": "ci(nightly): install wheels from artifact, stop bloating gh-pages wit…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-16T10:27:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10febdf18ca5d3b65296159d62698524ff25c34e",
          "body": "…482)",
          "is_bot": false,
          "headline": "feat(ep): distribute dispatch_combine_v2 as an installable package (#…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-16T06:57:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7e6ac6863c53821bc7afb91a578cc6ce38fcad0",
          "body": "- Guard hipMemAllocationTypeUncached (added HIP > 70051831) so CCO builds\n  on older ROCm (e.g. 7.0.0); fall back to Pinned, mirroring the shmem guard.\n- Lock-step (sync + barrier) warmup in the EP8 bench to stop the graph-smoke\n  CI hanging on barrier drift; warmup is untimed, so perf is unchanged.",
          "is_bot": false,
          "headline": "fix(cco): guard hipMemAllocationTypeUncached for older ROCm (#480)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-16T05:25:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33a903f7b1b601ccd3f767a9ac5ef950b7544a80",
          "body": "…#416)",
          "is_bot": false,
          "headline": "io/xgmi: honor sub-region base offset in IPC remapping (fixes #415) (…",
          "author_name": "carlushuang",
          "author_login": "carlushuang",
          "committed_at": "2026-07-16T03:25:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4e731d05880d755180177e390786d22383eaea2",
          "body": "Add NIC firmware/driver version recommendations for cross-node MORI (EP over RDMA / IBGDA), where the wrong version is a common failure reason. env_check.sh now checks the detected firmware against known-good/known-bad ranges:\n\n* AINIC >= 1.117.5-a-45 (1.117.1 branch lacks IBGDA support)\n* Broadcom solid on 235.2.86.x / 237.1.137.x (231.x too old),\n* Mellanox needs no version check\n\nREADME and the deploy-mori skill doc are updated with the same guidance.",
          "is_bot": false,
          "headline": "(tools)  Add NIC firmware version checks + mori check CI step (#471)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-16T02:11:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21a924693379a99d4f65659288c345f7dff496f2",
          "body": "… (#465)\n\n- Extend the existing blockwise-FP8 (E4M3, per-block max-scale) combine to\n  the AsyncLL path, which previously only had the lossy direct-cast fp8.\n- Add UseFp8BlockwiseQuant to the AsyncLL combine kernels (SendCopy quantizes\n  to [fp8 | f32 scales], RecvCopy dequant-accumulates via the ve\n[…]\ns, and select them in combine(); reuses the\n  intra-node blockwise helpers.\n- gsm8k (DeepSeek-R1-MXFP4): blockwise 0.947 vs bf16 0.967 vs direct-cast\n  0.873 — bf16-level accuracy at half the payload.",
          "is_bot": false,
          "headline": "feat(ep): add blockwise-FP8 combine to the AsyncLL (low-latency) path…",
          "author_name": "Rita Brugarolas",
          "author_login": "rbrugaro-amd",
          "committed_at": "2026-07-15T07:04:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "caf28e1b571226bba36fd9ac9778db3a94a4cd54",
          "body": "The JIT hash only covered the top-level .hip + include/mori, so editing an\n#included TU (dispatch_combine/*.cpp, ep_common.hip) reused a stale .hsaco.\nNow hash the whole src/ops tree and include .hip files.",
          "is_bot": false,
          "headline": "fix(jit): invalidate kernel cache on #included source changes (#469)",
          "author_name": "Bryan Shan",
          "author_login": "Oseltamivir",
          "committed_at": "2026-07-15T07:03:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "594442da4e974a2ce1ff82c3694b04ba007b3ab1",
          "body": null,
          "is_bot": false,
          "headline": "ci(cco): move runner to MI355X-AINIC (#477)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-15T05:31:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57dbea2b343db06178bcb373e610996d67391788",
          "body": null,
          "is_bot": false,
          "headline": "fix(cco): serialize handle import under the VMM process lock (#476)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-15T05:02:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ade9fd97e115f1dcdec312fb7c7d11f58a2de9ac",
          "body": null,
          "is_bot": false,
          "headline": "feat[io]: add fabric (UALink scale-up) transfer backend (#467)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-07-14T14:12:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7794b116539f5f8c1baa612429dee2ebf52c08f",
          "body": null,
          "is_bot": false,
          "headline": "fix(cco): deterministic release of per-op symmetric memory (#474)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T11:21:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0583cd27a6a82d94ef8565df6c7f9fb0df108dd",
          "body": "…down (#473)",
          "is_bot": false,
          "headline": "ci: prevent GPU VRAM leaks via tini reaping + graceful container tear…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T11:21:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4890fd9d4a4c0e2776f5c3768c5b35d7185fdb78",
          "body": null,
          "is_bot": false,
          "headline": "tune(cco): re-tune MI355X (gfx950) EP8 schedule for vec4 combine (#472)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T08:58:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42fa6f1bb9dc5aea0d8342126850212bd376f853",
          "body": "*- gfx1250 (wave32) port of the cco-LSA dispatch/combine op (+ fp4 pk8 cvt).\n- Cross-node LSA over UALink fabric: auto-detect vPOD, fabric-handle peer mapping.\n- vec4 combine gather + per-shape gfx1250 EP4/EP8 tuning (topk 8/6).\n- Asymmetric dispatch/combine dtype; split disp_out from out_tok.\n- Fix\n[…]\nderegister uses global pe; load_v4i32_nt align 4; CCO CI BUILD_UMBP=OFF.\n- Validated on MI355X (17/17 intranode) and gfx1250 (EP4 + cross-node EP8 bf16).\n\nCo-authored-by: kawhil-amd <kaiclian@amd.com>",
          "is_bot": false,
          "headline": "feat(EPv2): gfx1250 + cross-node fabric support (#466)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-14T04:15:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf169af3c32da3a699fcfa4d281a9ed3f417a674",
          "body": null,
          "is_bot": false,
          "headline": "fix: fix umbp tests error (#470)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-14T04:10:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f072775a73518440b29be60e85dda70db63ca43",
          "body": "Blockwise-FP8 combine already halves the intra-node MoE combine payload.\nFP4 (E2M1) halves it again — 2 values/byte vs 1 — and combine is\ntransport-bound in decode, so this improves decode throughput/latency\nwhile keeping accuracy.\n\n- Dedicated `Fp4BlockwiseQuant` quant type (`quant_type=\"fp4_blockw\n[…]\nlockwise\n  max-scale) and packed-FP4 dequant via native gfx950\n  `cvt_scalef32_pk_f32_fp4`; codec unified into templated helpers.\n- Fail-fast arch guard (gfx950 only) + hardened kernel-name selection.",
          "is_bot": false,
          "headline": "feat(ep): add blockwise FP4 (E2M1) combine transport  (#461)",
          "author_name": "karverma-amd",
          "author_login": "karverma-amd",
          "committed_at": "2026-07-14T02:08:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "060c682fd8f1faac34848dd0038d0a9cdb5df69a",
          "body": "ops-v2 intranode EP dispatch/combine on mori-cco LSA (intra-node P2P over the\nsymmetric VA) with FlyDSL device kernels — mori-parity, swapping the mori-shmem\nprovider for cco-LSA (peer addrs via cco.Window.lsa_ptr, no host P2P tables).\n\n- Combine gather (P2P read) + scatter (_nop2p); dispatch with d\n[…]\n  (CCO_UNCACHED_WINDOW=0 reverts).\n- CI: EP8 pytest + graph-mode bench smoke in ci_cco.yml.\n\nTest/bench-only (not yet exported from mori.ops). Verified on MI308X / MI325X\n(gfx942) and MI355X (gfx950).",
          "is_bot": false,
          "headline": "feat(EPv2): [preview] FlyDSL intranode MoE dispatch/combine (#448)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-10T08:44:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4230b6aff852624573619d5b870f7ad2b03b3e7e",
          "body": "The MI355X_AINIC internode job uses podman and occasionally hits \"invalid internal status\" at podman build, caused by stale pause-process state from a previous run.\n\n* FIX * : add a podman system migrate || true step before Build CI image to self-heal without manual intervention.",
          "is_bot": false,
          "headline": "ci: recover podman state before internode build on MI355X_AINIC (#462)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-10T06:10:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91d1710e1afabd0c0c4cd29d7044a2f1823e24cf",
          "body": "- MappedHandleAllowedAgent::~MappedHandleAllowedAgent() early-returned for CPU agents without releasing the DRM FD, leaking one per hipMemUnmap.\nBackport fix from rocr: Fix ROCr MappedHandle holding DRM FD after destruction rocm-systems#4363 (commit e27ce55c5)\n- Add process-wide recursive_mutex serializing all VMM calls (hipMemCreate/Map/Unmap/Release/SetAccess/AddressReserve/Free). ROCR races on concurrent\nhsa_amd_vmem_map / hipMemSetAccess from SPMT callers which leads to crash",
          "is_bot": false,
          "headline": "fix(cco): fix hip vmm memory leak and crash (#455)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-07-08T09:46:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c4122e629fe1b12396d605efda33200e4dcedc5",
          "body": "- the develop branch build is incompatible with certain ROCm versions; use the native runtime instead\n\n* add flydsl pip install to Dockerfile.cco",
          "is_bot": false,
          "headline": "feat(cco): update mori-cco dockerfile (#458)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-07-08T05:46:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51b0b09b8065e30475f6312780fbcc20f141e404",
          "body": null,
          "is_bot": false,
          "headline": "fix: only define true/false for C in bnxt_re_hsi.h (#457)",
          "author_name": "Pavel Emeliyanenko",
          "author_login": "pemeliya",
          "committed_at": "2026-07-08T00:57:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ca551a2f3a11bb710dca74a79e61ecefd58ddaf",
          "body": null,
          "is_bot": false,
          "headline": "ci(cco): enable cco python test (#456)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-07-07T13:28:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0c52deed69e76b58c11def63c4299305a6303b4",
          "body": "…ABUF_REG (#453)\n\n- Fix bnxt throughput regression from the dmabuf-first MR registration in #355\n- RegisterRdmaMemoryRegionAuto now tries ibv_reg_mr first (fast path on bnxt)\n  and falls back to dmabuf; both failing aborts with a combined error\n- Add MORI_ENABLE_DMABUF_REG to opt into dmabuf-first (falling back to\n  ibv_reg_mr), replacing the old MORI_DISABLE_DMABUF_REG flag",
          "is_bot": false,
          "headline": "perf(rdma): default to ibv_reg_mr, opt into dmabuf via MORI_ENABLE_DM…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-07T01:25:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba07dce95e0b86280d22ecb05b9785a459cf2953",
          "body": "- Add CCO: a self-contained GPU communication layer with explicit communicator\n  handles (no global singleton), covering LSA intra-node P2P, GDA cross-node\n  RDMA, and SDMA\n- Host + device API: Communicator / DevComm / teams / symmetric windows, LSA\n  barrier session, GDA put/get/signal/counter, com\n[…]\ndocker/Dockerfile.cco (source-patched CLR/ROCR for the symmetric\n  VMM path), and docs/MORI-CCO-GUIDE.md\n\nCo-authored-by: QizhouZhang97 <qizzhang@amd.com>\nCo-authored-by: kawhil-amd <kaiclian@amd.com>",
          "is_bot": false,
          "headline": "feat(cco): add Collective Communication Object (CCO) module (#449)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-06T15:46:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "930b7eab3ad5f87a2b488f99ca75ddcd83309eb6",
          "body": null,
          "is_bot": false,
          "headline": "fix: Cap max_send_wr to 32767 for ionic (#451)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-07-06T07:17:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ac2b01525151295130683b15e5b8e220c67e743",
          "body": "* feat(umbp): cache remote fetches into local DRAM (dual-scheme)\n\nMake the cache_remote_fetches flag live on dual-scheme main. After a\nsuccessful remote DRAM fetch, PoolClient re-caches the block into this\nnode's local exportable DRAM tier and publishes it (KvEvent::ADD via\nExecuteLocalPut -> Commit\n[…]\nre-commit hook (matches the file's existing style).\n\n* perf(umbp): optimize remote recache enqueue\n\n* fix(umbp): keep remote recache DRAM-only\n\n---------\n\nCo-authored-by: Wu, Yutong <yutongwu@amd.com>",
          "is_bot": false,
          "headline": "feat(umbp): cache remote fetches into local DRAM (dual-scheme) (#442)",
          "author_name": "inkcherry",
          "author_login": "inkcherry",
          "committed_at": "2026-07-06T07:07:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "264b152693566a26f90ae3511a3361d933a607ba",
          "body": "Move ci runner to bnxt_325_108",
          "is_bot": false,
          "headline": "(CI): move ci runner to 325->108 (#447)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-07-03T10:42:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e58fe8584895f5915b1f3faca31f774d25cb29a",
          "body": "…_REG (#355)",
          "is_bot": false,
          "headline": "feat(rdma): add dmabuf-first MR registration with MORI_DISABLE_DMABUF…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-07-01T12:39:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca32484d5339f85a093679b86e25f5745a65c3f8",
          "body": null,
          "is_bot": false,
          "headline": "perf(io): eliminate SQ full spin with futex admission (#439)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-07-01T06:01:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87f24b4c52af84148432a5204d0c4893a0e98185",
          "body": "feat(ccl): add param-contiguous SDMA allgather\n\nAdd a param-contiguous SDMA allgather path for FSDP zero-copy output while keeping the existing rank-major allgather path unchanged.",
          "is_bot": false,
          "headline": "feat(ccl): add param-contiguous SDMA allgather",
          "author_name": "wuyl1",
          "author_login": "wuyl1",
          "committed_at": "2026-06-30T13:18:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c2377b43e1c636c2eab87bbdb1bfbb8615ec861",
          "body": "migrate bnxt 300x CI to 325 platform, CI pass & nightly pass",
          "is_bot": false,
          "headline": "(CI) migrate bnxt 300x CI to 325 platform (#438)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-30T09:57:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "908ccbad86698eb3de709b2be9be993d909f06fb",
          "body": null,
          "is_bot": false,
          "headline": "feat(shmem): bind ranks to GPU-local CPUs by default (#401)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-29T15:43:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f0c261c31409a7343912ea50e0068bd1f9dbabe",
          "body": "…(#440)",
          "is_bot": false,
          "headline": "perf(umbp): reduce master RPC latency under load, add kv-event bench …",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-29T14:13:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8c2d0c8186746b553882122db08f74bb045aff4",
          "body": "… (#429)\n\n- Replace hard-coded mi300xOamMap with KFD's per-link RecSdmaEngIdMask;\n  keep the static map as fallback.\n- Round-robin channels across recommended engines; loopback uses a\n  general engine.\n- Bit-for-bit equivalent to the old map on MI300X.\n- SDMA queues created with PRIORITY_MAXIMUM (was NORMAL).",
          "is_bot": false,
          "headline": "feat(sdma): use KFD recommended engine mask for SDMA engine selection…",
          "author_name": "Pavel Emeliyanenko",
          "author_login": "pemeliya",
          "committed_at": "2026-06-29T14:05:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "877672b93dc9fb2169514cc46deb707fd6cba5fe",
          "body": "The old reconstruction misread a stale 16-bit CQE behind cons as a 64K wrap, pushing doneIdx ~64K past postIdx, so quiet returned early and inflated bandwidth (8MB ~120 GB/s). Now we rebuild via the forward 16-bit delta, bounded by the in-flight window (postIdx - cons, <65536), dropping stale reads. Verified: 0 spikes over 100+ runs.",
          "is_bot": false,
          "headline": "(bugfix)Fix MLX5 collapsed-CQ bandwidth spikes (#435)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-29T13:04:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de49c838ad8bb875963e1c4bec579e521eb8ba8e",
          "body": "…ate repeated loads (#412)",
          "is_bot": false,
          "headline": "perf(ep): improve intranode dispatch kernel load balancing and elimin…",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-06-29T09:07:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8db9f5ad32ba83d0c01274fdaac78be2e70682d2",
          "body": null,
          "is_bot": false,
          "headline": "feat(io): Enable worker chunking for GPU single-NIC sessions (#436)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-29T08:52:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a7c99e234f040e4c20999cfbc5abd76504e982e",
          "body": null,
          "is_bot": false,
          "headline": "Harden RDMA control-plane resilience (#432)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-29T02:35:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc5e96ee75f2295938ea8dd443c6f70abd80bfcd",
          "body": "…ptimization (#419)\n\n  - Fix Flush(): was a no-op; KV placement events now drain immediately via heartbeat condvar wakeup instead of waiting for the next interval tick.\n  - Hot-path optimization (BatchLookupForRouteGet): single steady_clock read per batch threaded through per-key lease/LRU bumps; fa\n[…]\n\n  - BatchResolveKeysResponse hoists batch-invariant buffer descriptors and page_size out of per-key entries, with omit_descs to suppress after first hydration. Encode/decode in batch_resolve_codec.h.",
          "is_bot": false,
          "headline": "Feature: add umbp benchmark / distributed mode flush API / hot-path o…",
          "author_name": "TianDi101",
          "author_login": "TianDi101",
          "committed_at": "2026-06-26T07:50:38Z",
          "body_truncated": true,
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        },
        {
          "oid": "37fb0a398619f34338711f14164677e822fb9eac",
          "body": null,
          "is_bot": false,
          "headline": "fix(io): set QP max_inline_data for notification SENDs (#424)",
          "author_name": "Amir Akbarzadeh",
          "author_login": "amirakb89",
          "committed_at": "2026-06-26T04:04:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e31d426a13e96e1cbff96a1c904d291aefe8c46a",
          "body": "…ion (#396)\n\nSigned-off-by: Rita Brugarolas Brufau <rita.brugarolasbrufau@amd.com>",
          "is_bot": false,
          "headline": "feat(ep): add AccumNum=9 vec8 intranode combine for shared-expert fus…",
          "author_name": "Rita Brugarolas",
          "author_login": "rbrugaro-amd",
          "committed_at": "2026-06-25T02:26:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "844799ef25b12f7b7ea9f6dab3b6f4930354ee07",
          "body": null,
          "is_bot": false,
          "headline": "Doc: add mori sglang news (#423)",
          "author_name": "billishyahao",
          "author_login": "billishyahao",
          "committed_at": "2026-06-24T09:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e87e4f7181f1fe1c27f118f67f8939138515378",
          "body": "Make mori check robust to NIC naming and missing tooling\n\nDetect RDMA NICs by PCI vendor id (0x1dd8 ionic, 0x14e4 bnxt) instead of IB device names, which are unreliable — ionic cards may appear as ionic_*, roceensp*, etc. Added a nicctl availability probe: when nicctl is absent or cannot enumerate t\n[…]\nhe bandwidth checks still run. Also added pciutils (provides lspci, required by nicctl) and sudo to the deploy-mori skill's base package install, since their absence was the root cause of the failures",
          "is_bot": false,
          "headline": "(bugfix) fix tool bug when tested in 714 docker (#418)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-24T09:08:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f1813831dfff4731a4a058461540e96c5221d102",
          "body": null,
          "is_bot": false,
          "headline": "fix(io): RDMA QP load imbalance (#420)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-23T07:37:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6242de7abd401940d7f21660aa0fef84e55b7abe",
          "body": "…red-CI flakiness (#417)",
          "is_bot": false,
          "headline": "test(umbp): use kernel-assigned ports in distributed tests to fix sha…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-23T07:24:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79e465f99d86730b723d36ab3a880d26a986332c",
          "body": "Fix MORI build + multi-process topology crash on ROCm 7.14\nSummary\nTwo fixes that let MORI build and run on ROCm 7.14 (no regression on 7.2).\n\n1. CMake: missing numa::numa target\nROCm 7.14's hsakmt-config.cmake declares that hsakmt::hsakmt links numa::numa, but ships no find_package/finder to define\n[…]\ntialized HIP — its NEEDED libamdhip64 then resolves to the already-loaded copy by SONAME instead of pulling in a second HIP runtime.\n\nAn optional MORI_ROCM_SMI_PATH env var overrides the library path.",
          "is_bot": false,
          "headline": "(bugfix) mori bug on RoCM714 (#414)",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-23T06:16:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1f8fd82db3a481cc844b6c6c83f20181f828c7fb",
          "body": "- Per-pair RDMA transfer merge (get + put): collapse pages sharing a (localMR, remoteMR) pair into one BatchRead/BatchWrite with a single TransferStatus/uid; per-pair failures map back to per-key. Also fixes an unlocked dram_memories read race and exposes RDMA knobs via MORI_IO_* env.\n- BatchGet: sp\n[…]\n in-flight window, staging stays per-peer serial, slot commit/abort finalized at wait.\n- Cleanup: regroup the Put/Get hot paths into clear sections; best-effort logging on BatchAbortSlots RPC failure.",
          "is_bot": false,
          "headline": "perf(umbp): optimize PoolClient BatchPut/BatchGet (#403)",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-22T09:57:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1db01d81647fd75e1518f91ab17db77e68ef62f1",
          "body": "…(#386)\n\nSummary\nAdd Broadcom NetXtreme-E (bnxt / Thor2) support to mori check and mori setup, previously ionic-only.\n\nenv_check.sh\nAuto-detect bnxt vs ionic via PCI vendor ID; run vendor-specific checks for firmware, driver, userspace lib, QoS/PFC, and DCQCN\nReplace hardcoded GID index (-x 1, link-\n[…]\nection for 2-TC vs 3-TC layout\nExtract shared QoS constants (ROCE_PRIO, ROCE_DSCP, ROCE_BW) used by both vendors\n\ndeploy-mori skill\nAdd MPI deps to base install; remove unsupported ConnectX references",
          "is_bot": false,
          "headline": "(tools) add Broadcom (bnxt) support to env_check.sh and env_setup.sh …",
          "author_name": "QizhouZhang97",
          "author_login": "QizhouZhang97",
          "committed_at": "2026-06-18T06:23:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "28eb3c70a08a2fe8e3a277d789f4edf6463f1ed0",
          "body": null,
          "is_bot": false,
          "headline": "feat(umbp): pluggable master eviction strategy (#399)",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-18T04:33:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fbde9ae2c46c28fef47d986c8caa46607996fb53",
          "body": null,
          "is_bot": false,
          "headline": "Fix(io): RDMA chunking for oversized multi-SGE WRs (#409)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-18T04:09:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "227250cefa65be4f9e3d702fb70c2a22bc3b90b2",
          "body": null,
          "is_bot": false,
          "headline": "feat(ep): optimize warp id allocation under dispatch ll kernel (#408)",
          "author_name": "kawhil-amd",
          "author_login": "kawhil-amd",
          "committed_at": "2026-06-18T02:54:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "241b56ad180fc9cb59018f63372d4bf504a9e491",
          "body": "…(#405)\n\nTidy up includes in core/ and application/ and split host code from device code.\ncore/ no longer drags host-only headers (verbs.h / mlx5dv.h / hsakmt) into device builds.\n\n- core/ no longer includes application/; shared bits moved down into core/\n- device-safe WcStatus mirror + vendored mlx\n[…]\nootstrap, host RDMA primitives, duplicate warp/lane helpers\n- host-only *_dv.h moved to application/; core/utils.hpp -> core/utils/utils.hpp\n- bnxt WQE segments written as single 128-bit stores (perf)",
          "is_bot": false,
          "headline": "refactor(core,application): include hygiene + host/device separation …",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-17T09:28:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5db792f12778bc4b57c417602582c172f5241a6a",
          "body": "…eted (#404)",
          "is_bot": false,
          "headline": "fix(shmem): public RDMA quiet returned before the caller's WQEs compl…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-17T07:43:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69eba795a377326b4c4739d1d320058414458b07",
          "body": "…amework streams (#402)\n\nSigned-off-by: Chengze Fan <fancz2002@gmail.com>",
          "is_bot": false,
          "headline": "fix(jit): reuse the already-loaded libamdhip64 to avoid HIP 709 on fr…",
          "author_name": "Chengze Fan",
          "author_login": "zx3xyy",
          "committed_at": "2026-06-17T02:22:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b29c56c7c386de37f8965574763459692be35439",
          "body": "… PSN (#395)\n\n- Add BnxtCollapsedCqDrain (one-CQE mode): reconstruct doneIdx from CQE[0], single drainer per QP; mirrors mlx5.\n- Drop WorkQueueHandle::outstandingWqe[65536] (−512 KB/WQ on GPU); reconstruct completions arithmetically.\n- Fix bnxt PSN accounting for mixed per-lane transfer sizes (warp-wide sum + exclusive prefix sum).",
          "is_bot": false,
          "headline": "refactor(bnxt): collapsed-CQ drain, drop outstandingWqe, fix per-lane…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-16T09:47:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "070164292d9380e4def3c940653866285d20d54c",
          "body": "…#389)",
          "is_bot": false,
          "headline": "feat(io/rdma): reuse thread-local scratch buffers on batch hot path (…",
          "author_name": "Stary",
          "author_login": "staryxchen",
          "committed_at": "2026-06-16T03:46:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe5ea2be9a86e42871ea8242823b3af516cfe3b2",
          "body": "…-affinity knobs (#382)",
          "is_bot": false,
          "headline": "feat(umbp): improve BatchRoutePut placement with select-algo and node…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-16T02:42:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "974dccefb3f4db92ceb1ff0d269eebfbe46520b4",
          "body": "* perf(umbp/dram): multi-threaded batch read + AVX2 NT CopyBlock\n\nOverride DRAMTier::ReadBatchIntoPtr with a parallel CopyBlock path\n(UMBP_DRAM_READ_THREADS threads, default 8, capped to hardware\nconcurrency) and advertise batch_read so LocalStorageManager dispatches\nthe batched L3->L2 read instead \n[…]\ng-format hook (mirrors-clang-format v20.1.8, BasedOnStyle: Google,\nColumnLimit 100). No functional change.\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: 123 <123@amd.com>",
          "is_bot": false,
          "headline": "Perf/umbp dram parallel copy (#392)",
          "author_name": "figo",
          "author_login": "zhangfei829",
          "committed_at": "2026-06-15T12:00:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "edc18f106c159ced43841b7e04498cbc16764bbc",
          "body": "… fallback (#387)",
          "is_bot": false,
          "headline": "fix: detect same physical node by MORI_NODE_ID/boot_id, with hostname…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-12T05:07:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a901b28dddcfd9ac975fde02e0bcdad83c8926f",
          "body": "…(#381)",
          "is_bot": false,
          "headline": "fix(topo): recognize VGA (0x0300) and 3D (0x0302) PCI classes as GPU …",
          "author_name": "jlochhead",
          "author_login": "jlochhead",
          "committed_at": "2026-06-11T15:07:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "636cfc7b6c8d0e8d904627bd448748c02617c6fd",
          "body": null,
          "is_bot": false,
          "headline": "ci: add CodeQL SAST workflow and fix all high-severity findings (#385)",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-11T14:27:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26b40dbcf9d9fd603a10df57bb3134b6ed2f44df",
          "body": "- Change default qpPerTransfer = 4 to avoid AINIC resource overflow\n- Add logs for rdma transport implementation",
          "is_bot": false,
          "headline": "Fix: umbp qp per transfer default value & add logs (#384)",
          "author_name": "TianDi101",
          "author_login": "TianDi101",
          "committed_at": "2026-06-11T08:38:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "746408a890feeac35e008a1a99b865a5c50ad1f5",
          "body": "* feat(rdma): add rail affinity support for endpoint connection\n\n---------\n\nSigned-off-by: staryxchen <staryxchen@tencent.com>",
          "is_bot": false,
          "headline": "feat(io): add rail affinity for RDMA endpoint connection (#370)",
          "author_name": "Stary",
          "author_login": "staryxchen",
          "committed_at": "2026-06-11T03:19:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "452ff976f593294df26f5c73586a1ba3d6b385be",
          "body": "…e (#380)",
          "is_bot": false,
          "headline": "test(umbp): align distributed tests with current API and regroup CMak…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-10T15:24:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6370be63f1204c145cdea6688c7e21a326437c1b",
          "body": null,
          "is_bot": false,
          "headline": "test(io): add --target-dev-offset to MORI-IO benchmark (#379)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-10T12:56:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5f4b286ea502d507a2ebc39ea3574dadb2e6952",
          "body": "… 0xff (#378)",
          "is_bot": false,
          "headline": "fix(topology): avoid infinite loop on PCI bridge with subordinate bus…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-10T09:33:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a14e6992ffa95478e83127fe2672afff2840856f",
          "body": "…(#373)\n\n- Add ibv_shim.cpp for loading libibverbs at runtime\n- MORI_IBVERBS_LIB env var for optiaoal runtime libibverbs loading",
          "is_bot": false,
          "headline": "feat(rdma): load libibverbs at runtime via dlopen instead of linking …",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-09T08:48:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff70d073a129f850624c74f9d2e38f25549d6c4b",
          "body": "* Enhance sentinel handling in dispatch and combine operations\n\n- Implement logic to skip processing for negative expert IDs in both intra-node and inter-node dispatch functions.\n- Update the test suite to support various patterns of sentinel injection, ensuring that dispatched and combined outputs \n[…]\nhed indices\n\n* Add routing handle tests to CI and nightly workflows\n\n* Fix formatting\n\n* Address PR comments\n\n* Fix formatting\n\n* Fix formatting\n\n* Fix formatting dispatch combine ll\n\n* Merge clean up",
          "is_bot": false,
          "headline": "Add Training support to MORI (#335)",
          "author_name": "sudhu2k",
          "author_login": "sudhu2k",
          "committed_at": "2026-06-09T07:15:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bf99bdf18fc69887a346913ca01c315c2aa9bd4c",
          "body": "- Enable UMBP by default while keeping SPDK opt-in via BUILD_UMBP_SPDK.\n- Move UMBP Python tests under tests/python/umbp and add MORI-side UMBP coverage.\n- add UMBP python tests to nightly test-wheel job\n\nCo-authored-by: jhchouuu <jiahzhou@amd.com>",
          "is_bot": false,
          "headline": "chore: Enable UMBP by default and isolate UMBP tests (#372)",
          "author_name": "Niko Ma",
          "author_login": "maning00",
          "committed_at": "2026-06-08T13:09:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9c08ca9ac1c9ffe4aa4a6ecc09ebbc58374989e",
          "body": "…n shared runners (#368)\n\n* Initial plan\n\n* Fix UMBP client metrics test port allocation flake\n\n* Harden UMBP metrics test port selection\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Stabilize `umbp_client_metrics` by eliminating test port collisions o…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-06-08T07:20:06Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9874777c80e60fd245c68bf890f83a310567df2d",
          "body": "* fix(ep): guard all dispatch kernels against out-of-range expert id\n\nEvery dispatch kernel derives the destination rank as\npe = indices[i] / numExpertPerRank and requires 0 <= pe < worldSize. This is\nguarded only by a debug assert (e.g. internode_v1.cpp:387/:493) which the\ndefault Release build com\n[…]\nsts that modeled kernel\npredicates instead of exercising the real dispatch path.\n\nNet change is now only the device-side out-of-range guard in\ninternode_v1 / intranode / internode / low_latency_async.",
          "is_bot": false,
          "headline": "fix(ep): guard dispatch kernels against out-of-range expert id (#363)",
          "author_name": "inkcherry",
          "author_login": "inkcherry",
          "committed_at": "2026-06-08T05:45:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "158c7e8335a0b19b3f1f422ff134d7869252135e",
          "body": "…tecture (#257)\n\nCo-authored-by: TianDi101 <ditian12@amd.com>\nCo-authored-by: Niko Ma <nima@amd.com>",
          "is_bot": false,
          "headline": "Refactor(umbp): introduce IUMBPClient interface for dual-scheme archi…",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-08T03:26:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42e895472b08e9848ef09ec458420c95e6add5ec",
          "body": "…node-v1 (#366)\n\n- Fix mlx5-RoCE internode-v1 silent corruption: combine overwrote dispatch's in-flight send source `staging`; dispatch now uses a dedicated `dispatchStaging` buffer.\n- Add mlx5 collapsed CQ (cc=1/oi=1): track completions via `CQE[0].wqe_counter`; final per-pe quiet waits for live `postIdx`, recycle gate keeps a snapshot.\n- Allocate GPU control structures (CQ/QP/doorbell/atomic ibuf) uncached; device-scope fences in the CQ drain.\n- Drop dead `outstandingWqe` writes on mlx5/psd.",
          "is_bot": false,
          "headline": "fix(ep): mlx5 collapsed CQ + dedicated dispatch send buffer for inter…",
          "author_name": "jhchouuu",
          "author_login": "jhchouuu",
          "committed_at": "2026-06-05T09:48:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d87651c998296c5bddbeefc4cc525b58663b1636",
          "body": null,
          "is_bot": false,
          "headline": "fix(io): make io worker cpu pinning opt-in via MORI_CORE_OFFSET (#364)",
          "author_name": "Wu, Yutong",
          "author_login": "isytwu",
          "committed_at": "2026-06-05T04:20:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11b3c203d4eb18cf11b545965c3da3853ad9baec",
          "body": "…ent (#346)\n\nMotivation\nAdd a deploy-mori skill that automates end-to-end MORI deployment inside a Docker container on AINIC (Pensando DSC) hosts.\n\nTechnical Details\nNew skill at .claude/skills/deploy-mori/SKILL.md or .cursor/skills/deploy-mori/SKILL.md covering container startup, base package installation, ainic bundle detection, rdma-core build, nicctl install, and MORI source install.\n\nCo-authored-by: Qizhou Zhang <qizzhang@smci355-ccs-aus-n06-21.prov.aus.ccs.cpe.ice.amd.com>",
          "is_bot": false,
          "headline": "(Skills) Add a claude skill to help setup fresh ionic docker environm…",
          "author_name": "QizhouZhang97",
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                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 13/30 approved changesets -- score normalized to 4",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "followers": 2350,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "ROCm",
              "public_repos": 400,
              "account_age_days": 3622
            },
            "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": "2,350 followers of ROCm",
                "points": 24.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2350,
                      "login": "ROCm"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "400 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 400
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
              "packages": [
                "amd_mori"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 6
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
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                      "count": 1,
                      "ecosystems": "pypi"
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                    "code": "publish_recency",
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                "max_points": 35
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              {
                "key": "version_history",
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                "detail": "5 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                      "count": 5
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                "max_points": 20
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                "key": "not_deprecated",
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      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
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                "key": "ci_workflows",
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                "detail": "7 workflow(s)",
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                "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",
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                "points": 16,
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              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
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                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
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                "key": "readme",
                "name": "README",
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                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
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              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 45,
        "weight": 0.16,
        "metrics": [
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            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
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            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              {
                "code": "weights_renormalized",
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            "value": 45,
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
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                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3,
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                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
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                "status": "met",
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                "key": "cii_best_practices",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 13/30 approved changesets -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 10 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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "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": "1 existing vulnerabilities detected",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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"
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              "assessed_self_published_locations": 2
            },
            "components": [
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                "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": 69,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
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              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
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                "key": "one_command_bootstrap",
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                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
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                "max_points": 18
              },
              {
                "key": "automated_tests",
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              },
              {
                "key": "lint_format_config",
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                "points": 11,
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              },
              {
                "key": "static_type_checking",
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                "points": 11,
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
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                "detail": "Dockerfile",
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                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
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                "details": [
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                ],
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              },
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                "details": [
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                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
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              }
            ]
          },
          {
            "key": "ai_code_legibility",
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            "notes": [],
            "value": 98,
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              "largest_source_bytes": 422504,
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            },
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                ],
                "max_points": 45
              },
              {
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                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "example",
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "src/umbp/distributed/proto/umbp.proto",
                "src/umbp/distributed/proto/umbp_peer.proto",
                "src/umbp/distributed/proto/umbp_standalone.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
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                "points": 40,
                "status": "met",
                "details": [
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                      "files": "src/umbp/distributed/proto/umbp.proto, src/umbp/distributed/proto/umbp_peer.proto, src/umbp/distributed/proto/umbp_standalone.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example, examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:amd_mori@1.2.2; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T20:56:47.019028Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/ROCm/mori.svg",
  "full_name": "ROCm/mori",
  "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 v0.26.0 — metodología completa · wiki de métricas.

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