Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-25 06:01 UTC

arbor-sim / arbor

The Arbor multi-compartment neural network simulation library.

C++ · AGS ScriptBSD-3-Clause★ 136 estrellas⑂ 67 forksdesde oct 2016Ver en GitHub ↗

arbor-sim/arbor tiene un índice de salud de 73 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Sustainability & Governance (81/100) y la más baja, Security (52/100). Se actualizó por última vez hace 2 días. 3 personas concentran la mayor parte del trabajo reciente.

73
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.

73
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

14 seguidores16 repositorios públicosdesde dic 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 publicaciónEtiquetas
PyPIarbor0.12.2-16hace 66 díassimulatorneurosciencemorphological-detailhpcgpuc++

Métricas por categoría

Vitalidad

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

71Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 2 días
13.2/36Cadencia de commits — 19/52 semanas con commits
14/18Volumen de commits — 35 commits en el último año
4/10OpenSSF Scorecard: Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
Datos de entrada utilizados
commits_last_year35
human_commit_share1
days_since_last_push2
active_weeks_last_year19
Cómo se puntúa
27/27Publica versiones — 19 versiones publicadas
36/36Recencia de las versiones — última versión hace 66 días
12.6/27Cadencia de publicación — una versión cada ~155,5 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count19
latest_release_tagv0.12.2
releases_from_tagsno
days_since_latest_release66
mean_days_between_releases155,5

Comunidad y Adopción

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

73Bueno · 18% del índice global
Cómo se puntúa
34.6/60Estrellas — 136 estrellas
15.2/25Forks — 67 forks
7.2/15Observadores — 21 observadores
Datos de entrada utilizados
forks67
stars136
watchers21
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (BSD-3-Clause)
18/18Guía CONTRIBUTING
13.5/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributing
has_issue_templateno
has_code_of_conduct
has_pull_request_template

Sostenibilidad y Gobernanza

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

81Bueno · 24% del índice global
Cómo se puntúa
36/54Factor bus — la mitad de los commits recae en 3 contribuyente(s)
16/22.5Distribución de commits — el principal contribuyente firma el 29% de los commits
13.5/13.5Amplitud de contribuyentes — 34 contribuyentes
10/10OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations
Datos de entrada utilizados
bus_factor3
contributors_sampled34
top_contributor_share0,288
Cómo se puntúa
44.2/46.8Resolución de issues — 94% de issues cerradas
34.2/38.3Aceptación de PR — 1378/1539 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs1378
open_issues52
closed_issues895
issue_closed_ratio0,945
closed_unmerged_prs161
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
8.5/25Alcance del propietario — 14 seguidores de arbor-sim
21/25Trayectoria — 16 repos públicos, cuenta de ~9 años
Datos de entrada utilizados
followers14
owner_typeOrganization
is_verified
owner_loginarbor-sim
public_repos16
account_age_days3504
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 66 días
20/20Historial de versiones — 16 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesarbor
ecosystemspypi
any_deprecatedno
min_days_since_publish66

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

81Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 9 flujo(s) de trabajo
24/24Pruebas presentes
0/16Configuración de linter
0/9.6Hooks 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_configno
has_precommit_configno

Documentación

100Excelente
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://arbor-sim.org
10/10Descripción del repositorio
10/10Topics — 7 topics
10/10Wiki
Datos de entrada utilizados
topicsneuroscience, hpc, cuda, gpu, mpi, modern-cpp, hip
has_wiki
homepagehttps://arbor-sim.org
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?

52Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 13 contributing companies or organizations
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
3/7.5Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
0/5Packaging — sin datos
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool detected but not run on all commits
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,2
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, 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.

53Moderado · 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 — doc/math/cable_equation/Makefile, doc/math/model/images/makefile, doc/math/model/makefile
22/22Pruebas automatizadas
0/11Configuración de lint / formato
11/11Verificación estática de tipos — C++ (tipado estático)
0/10Entorno reproducible
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100
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_dockerfileno
typed_language
bootstrap_filesdoc/math/cable_equation/Makefile, doc/math/model/images/makefile, doc/math/model/makefile
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
45/45Código verificable por tipos — C++ (tipado estático)
54.7/55Tamaños de archivo manejables — 4/707 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageC++
largest_source_bytes81.265
source_files_sampled707
oversized_source_files4
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
0/20Servidor MCP
40/40Ejemplos ejecutables — example
Datos de entrada utilizados
example_dirsexample
has_mcp_signalno
api_schema_files

Datos clave

136estrellas de GitHub
34contribuidores
35commits en los últimos 12 meses
2días desde el último push
19versiones publicadas
3factor bus
52issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • No resolved dependencies carried a version and a supported ecosystem

Más detalle

Historial de estrellas y forks 0 ★ / 67 ⇿
0Estrellas
67Forks
19Versiones

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.

01325385063756732016-102021-082026-06
Mayor 0Menor 4Parche 7

Cada punto abarca 9 días.

OpenSSF Scorecard 5.2 / 10
5.2agregado

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 · 2026-07-25 06:00 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
10Code-Reviewall changesets reviewed
10Contributorsproject has 13 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
4Maintained5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
n/dPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool detected but not run on all commits
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
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 1
RegistroPaqueteRestricción de versiónManifiesto
PyPInumpypyproject.toml
Todas las dependencias 8

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 1 paquetes directos y 7 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPInumpydirecta
PyPIdocutilsindirecta
PyPIfuroindirecta
PyPIlfpykitindirecta
PyPIpandasindirecta
PyPIseabornindirecta
PyPIsphinxindirecta
PyPIsvgwriteindirecta
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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        {
          "tag": "v0.3",
          "kind": "other",
          "published_at": "2020-04-01T08:55:13Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2019-08-26T14:45:43Z"
        },
        {
          "tag": "v0.2",
          "kind": "other",
          "published_at": "2019-03-04T17:46:43Z"
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          "tag": "v0.1",
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          "body": "Adjust CMake to still export CUDA symbols despite removal of outdated\nmethod.",
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          "headline": "Release v0.12 (#2506)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-17T08:58:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "82f5df88b80c10b5338bcf860930df27c9378b57",
          "body": "One more to make the wheels build",
          "is_bot": false,
          "headline": "V0.12.0 rc3 (#2505)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-16T18:25:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa8f708f332aa8ea824c5b80cb4b2a1fc69f7348",
          "body": "# Preliminary release notes for v0.12\n\n## What's Changed\n* V0.11.0 rc by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2454\n* Release finalisation by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2455\n* CSCS CI by @thorstenhater in\nhttps://github.com/arbor-sim/arbor/pull/2448\n[…]\nrbor-sim/arbor/pull/2479\n* @marvinKaster made their first contribution in\nhttps://github.com/arbor-sim/arbor/pull/2486\n\n**Full Changelog**:\nhttps://github.com/arbor-sim/arbor/compare/v0.11.0...v0.12.0",
          "is_bot": false,
          "headline": "final clean-up before v0.12 (#2504)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-16T09:22:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a893ab5764fc211606ae096a257fe6b62b5354bf",
          "body": "bump GH actions",
          "is_bot": false,
          "headline": "bump actions (#2503)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-15T11:16:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4214ff33b503fcdd6a914619eb0103dee19c0b8e",
          "body": "Due to changes in Spack's handling of custom repos, we decided to retire\nthe localised spack package and submit PRs upstream instead.",
          "is_bot": false,
          "headline": "Do no longer bundle Spackage. (#2498)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-15T07:08:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5c1bcd3432b9da988a546dacfc2179fcb260f4a",
          "body": "The current partition load balance gets a sibling: round-robin load\nbalance.\nThis is helpful when consecutive ranges contain similar cells, but the\noverall\nbalance is off. \n\nWhen trying out the Allen V1 model on JUWELS, we get this using\n`partition`\n```\n---- meters ----------------------------------\n[…]\n----------------------------------\nmodel-init                   4782.748        1535.923\nmodel-run                     496.480        6460.236\nmeter-total                  5279.228        7996.159\n```",
          "is_bot": false,
          "headline": "round robin load balance (#2500)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-09T07:21:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c053927ee39315f4a5e7436f4a64e5343511e74e",
          "body": "Adds a STDP case for the busyring benchmark (also cf. [here](https://doi.org/10.48550/arXiv.2411.16445)).",
          "is_bot": false,
          "headline": "STDP case for busyring benchmark (#2489)",
          "author_name": "Jannik Luboeinski",
          "author_login": "jlubo",
          "committed_at": "2026-04-09T05:48:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e43437906a5b191517b4c0e45bb98063a62cf539",
          "body": "Add more lenient options in the SWC parser. Required for the fruitfly\ndata sets.\n<img width=\"1392\" height=\"860\" alt=\"Screenshot 2025-07-11 at 16 17 51\"\nsrc=\"https://github.com/user-attachments/assets/dbba8cbe-d26c-48a1-b5b1-611c4e75a142\"\n/>",
          "is_bot": false,
          "headline": "Allow more SWC files in the parser (#2471)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:11:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2756097999ad7704c4b78d01b8b0de70457a8e87",
          "body": "Aims to make mechanism handling a bit more efficient by\n1. adding some peephole optimisations to modcc\n2. compressing contiguous runs of indices [0, 1, ... n] into ranges [0,\nn]\n3. Adding more, platform independent tests to the partition suite.",
          "is_bot": false,
          "headline": "Perf/compress contiguous (#2470)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "032a4397729f85ef81805833ec007c4927e6424e",
          "body": "…on (#2501)\n\n- replace `std::unordered_map` with a vector of pairs in\n`mechanism_desc`\n- allow `[]` access in Python interface for parameters of mechanisms.",
          "is_bot": false,
          "headline": "Flat map in mechanism description for 1.5x speed-up in synapse creati…",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-04-07T07:05:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "061e79f5ad148a7c409dca30aba5a9c3b90bc670",
          "body": "- Add units to `cv_policy_max_extent`\n- Add `cv_policy_max_extent_um` for compatibility\n- Add `default_cv_policy` to Python\n- Add more docs to cv policy section\n- Check for negative extents\n\n:warning: Breaks compatibility wrt use of `cv_policy_max_extent`",
          "is_bot": false,
          "headline": "units in cv policy (#2495)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-03-03T10:36:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef8123be8454543a637a0f03e04bb80e2d6d114a",
          "body": "Add Adaptive Exponential Cells to Arbor. \n\nCloses https://github.com/arbor-sim/arbor/issues/1832\n\nMore on request.",
          "is_bot": false,
          "headline": "Add AdEx cells. (#2230)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-08T19:34:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2366842e671495d8ed231dc302cda445a93c6d86",
          "body": "Improves instruction generation, godbolt shows roughly 1/3 less AVX\nassembly.",
          "is_bot": false,
          "headline": "Better use of __restrict__ (#2476)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:31:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d0fc26ea077feeac06cd78e46da160775b2715f",
          "body": "Forgotten override results in warning, fixed.",
          "is_bot": false,
          "headline": "Fix override (#2493)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:31:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17b9ffc69f2d993df34db786487d4a9f6939adea",
          "body": "- i_clamp as the one true name\n- make labels optional on `place` ing i_clamps\n\n⚠️ Breaking API: Python `iclamp` now is called `i_clamp` like C++. ⚠️",
          "is_bot": false,
          "headline": "Clean-up iclamp interface (#2494)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-02-05T10:21:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b890b874f3222514ece2fe887f904481f47c98d8",
          "body": "Introducing nested timers. You can now create timed sections within\nother timed sections. The spent time will be outputted in a hierarchical\nformat.\n\nCode example\n```\nPE(first_timer);\n//...\nPE(second_timer);\n//...\nPL(second_timer);\n//...\nPL(first_timer);\n```\n\nExample output of the ring benchmark\n```\n[…]\n partition                    0      0.000         0.000              0.0     0.000      0.0    \n    generators                     0      0.000         0.000              0.0     0.000      0.0  \n```",
          "is_bot": false,
          "headline": "Nested timers (#2486)",
          "author_name": "marvinKaster",
          "author_login": "marvinKaster",
          "committed_at": "2026-02-04T09:42:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5c19c004a9f5bdbf79aba64a819d04b03fa001eb",
          "body": "- Add cosimulation tutorial \n- fix a nasty bug in the Python interface to remote.",
          "is_bot": false,
          "headline": "Co-simulation tutorial (#2492)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-30T07:56:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b0b832e0ea6a9561bbd804331dd80f5b97049cc",
          "body": "Fix usage of deprecated numpy functionality.",
          "is_bot": false,
          "headline": "Don't use deprecated numpy functions (#2490)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-12T11:16:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2170058cd6cd5ff8e6b3d50480466cf6e5ad070e",
          "body": "2025 ▶️  2026",
          "is_bot": false,
          "headline": "Update year :tada: (#2491)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2026-01-09T14:07:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90996de62a425e582e96b7ddc261cc5909e7bcda",
          "body": "Use the R123 `threefry` generator for (Poisson) schedules. \n\n⚠️ This will _change_ the detailed output for everything using Poisson\ngenerators ⚠️\n\nCloses: #2243",
          "is_bot": false,
          "headline": "Use CBRNG in schedules. (#2386)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-12-27T11:32:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b23b399d3382aa28b124c7fffa47703eeb36de6",
          "body": "…#2460)\n\nChange the internal communication model of the simulator to improve\nscalability in scenarios involving hundreds of ranks.\n\n---------\n\nCo-authored-by: Thorsten Hater <24411438+thorstenhater@users.noreply.github.com>\nCo-authored-by: ibanezbm@unican.es <takkarpool@gmail.com>",
          "is_bot": false,
          "headline": "Replace MPI_Allgatherv with MPI_Alltoallv for communication pattern (…",
          "author_name": "ibanezbm",
          "author_login": "ibanezbm",
          "committed_at": "2025-12-17T13:16:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e99a49c9408dfab3206cdc85250cbdfc19dcc8f2",
          "body": "Check whether we can compile a trivial program using the supplied flags.\n\nBump the minimal MacOS version in CI\n\nFixes #2487",
          "is_bot": false,
          "headline": "Add trivial compiler test (#2488)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-12-09T11:53:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "215c392b5993f268b0891695143b7b022bac92ed",
          "body": "Cable cells can now probe for the ion reversal potential eX.",
          "is_bot": false,
          "headline": "Add probing of eX. (#2478)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-11-07T11:52:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38220af0081180f73c503a3e83e520256d2bca49",
          "body": "- remove hard coded check for PB11 version\n- Update dependecies.csv to remove submodules for CPM\n- align versions in CPM and depdencies.csv\n- add unordered_dense\n- bump gtest to 1.17 & fix warnings for dropped return values\n- clean-up leftover mentions of `json_library_name` (empty) in CMake\n- search for proper name of `nlohmann-json`. \n- properly add json to export set.\n\nfixes #2472",
          "is_bot": false,
          "headline": "Align versions (#2481)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-11-07T11:43:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef667f69ef5e36c75a47fe41fc95fd6e47412382",
          "body": "This pull request fixes issues in the GPU tests introduced in PR #2465\nand PR #2264.\n\nChanges include:\n- Fixed the event stream GPU test implementation.\n- Fixed the handling of the \"dt\" parameter in the serdes test.\n\nThese fixes ensure that the GPU tests run reliably again.",
          "is_bot": false,
          "headline": "Fix GPU test issues (#2479)",
          "author_name": "ibanezbm",
          "author_login": "ibanezbm",
          "committed_at": "2025-09-04T10:36:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3143c03186142c8fba2f723f1661416cde12811",
          "body": "bump pybind11 to latest major\n\nFixes #2473",
          "is_bot": false,
          "headline": "Bump pb11 to latest major version (#2475)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-09-01T08:40:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2678998ebb45b38d7550a8c640b602e85801cb1",
          "body": "- Fix iterator issues using concepts\n- Remove group index from the simulation object.\n- clean up / refactoring.",
          "is_bot": false,
          "headline": "Many small refactoring / clean-ups / memory savings (#2465)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-08-14T13:40:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf4c0f46f49e3d14f17d8ae60ba0810faa1952ed",
          "body": "Simpler if more code",
          "is_bot": false,
          "headline": "Remove typed map and refactor cable cell (#2468)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-07-12T10:36:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34dca055e9a165d0d95d0a0419a3b5705b95a78e",
          "body": "`std::max/min` don't generate specialized PTX for double/float, so use\n`std::fmax/fmin/fmaxf/fminf` instead.\n\nFollowing https://karimsayedre.github.io/RTIOW.html \nUsed https://godbolt.org/z/bj9YWEGqG",
          "is_bot": false,
          "headline": "use better builtins for double max/min  (#2469)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-07-12T10:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c70b22e419cc582625bb928ebcbd272f8686829",
          "body": "- Clean-up Python side of label dict\n- Add erase to Py/C++\n- Convenience methods in Py\n  - `get` with default\n  - `setdefault`\n  - Construct like a dict: `A.label_dict(x='(all)')` \n\nCloses #1535",
          "is_bot": false,
          "headline": "🐍  Polish `label_dict` (#2451)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-28T08:00:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a540b4714bfc44382f59c5531bdb765a8f9b1c66",
          "body": "Do not store key/counter arrarys if not needed. Save `O(#CV)` memory in most cases.",
          "is_bot": false,
          "headline": "Only store PRNG data if needed (#2467)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-27T12:44:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "459d408b3ef47ca3e58bb9682771ad84073e7970",
          "body": "Properly guard against probing elided arrays.",
          "is_bot": false,
          "headline": "Fix crash on probding elided values (#2466)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-06-26T13:45:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efab2b4ebf6802254fac7ddb6a014165904742f1",
          "body": "Allow users to explicitly opt out of label resolution when needed. This\nis available\nin two steps: using some manually resolved connections and disabling\nresolution\ncompletely, turning string labels into hard errors. The latter will also\nskip the MPI\nstep. Manual connections will not be checked for \n[…]\n----------------------------------------------------------------------------------\nmodel-init                      3.717\nmodel-run                      15.392\nmeter-total                    19.109\n```",
          "is_bot": false,
          "headline": "Add an escape hatch to label resolution (#2459)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-21T11:29:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf363cac9f7b214b8971bade17c37f1033696b7c",
          "body": "Splat gid -> (rank, index) into two vectors\n```\n  {\n    \"name\": \"run_n=128_d=10-complex=true\",\n    \"num-cells\": 8192,\n    \"num-tiles\": 4096,\n    \"synapses\": 1000,\n    \"min-delay\": 5,\n    \"duration\": 250,\n    \"ring-size\": 4,\n    \"event-weight\": 0.2,\n    \"record\": false,\n    \"spikes\": false,\n    \"dt\":\n[…]\n----------------------------------------------------------------------------\n  model-init                     47.805\n  model-run                      16.080\n  meter-total                    63.885\n```",
          "is_bot": false,
          "headline": "Refactor domain decomposition (#2457)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-21T10:14:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d30b0aed733506815b398c1f21897a9df24be7a8",
          "body": "This targets the construction phase in extreme scale scenarios, with\nquite dramatic effects.\n\n# Benchmark\n\nuse ankerl's hashmap\n``` json\n{\n  \"name\": \"run_n=128_d=10-complex=true\",\n  \"num-cells\": 8192,\n  \"num-tiles\": 4096,\n  \"synapses\": 1000,\n  \"min-delay\": 5,\n  \"duration\": 250,\n  \"ring-size\": 4,\n  \"\n[…]\n-------------------\nmodel-init                      4.931\nmodel-run                      15.697\nmeter-total                    20.628\n```\nSplit maps into those with a single item range and all others.",
          "is_bot": false,
          "headline": "Major Optimisations in Label Resolution (#2458)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-20T06:17:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "776a29a52b6adc7b3e3b23bf8c9b150732d64653",
          "body": "- Add C++ API of locset, region, and iexpr manipulation to the docs.\n- Add C++/Python API of event generators and schedules\n\ncloses #1242",
          "is_bot": false,
          "headline": "Fill in a missing part of the docs (#2462)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-05-12T08:16:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f6fd6719992ab1bdbb61bd12a3b74f0cd798d97",
          "body": "Add `tiled-busyring` for local performance experiments for large scale\nsimulations.",
          "is_bot": false,
          "headline": "Add tiled busyring (#2456)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-30T08:33:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08c44a406e9c4488d7be0a9c2d1f11bd748a0a72",
          "body": "Builds on #2447. \n\nFurther clean-up of infrastructure in `communicator` and `event_stream`.\nReduce intermediate datastructures\non the CPU side. Host memory is a critical resource during large (GPU)\nbenchmarks.\n\n### connection update\n\nEliminates intermediate host-side array of `cell_connections` and \n[…]\nrectly.\nOutlined a few ideas wrt to parallelisation.\n\n### spike delivery\n\nEliminate intermediate list of spikes in event delivery and push events\ndirectly into streams.\nTraverse streams in time-order.",
          "is_bot": false,
          "headline": "Re-factor connection setup and event dispatch. (#2449)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-30T08:22:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "01d9c92b7f6bc3d173ec074f98e0327705fe5b94",
          "body": "💀",
          "is_bot": false,
          "headline": "CSCS CI  (#2448)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-29T06:43:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "486cf55f3195b55bdee67857be12eebcf2077bf6",
          "body": "Finalise release and enter new cycle.",
          "is_bot": false,
          "headline": "Release finalisation v0.11.0 (#2455)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-25T18:53:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf234aa82f497258d1f330ff9311d92463f1929a",
          "body": "- Deprecate Python 3.9 according to schedule\n- Fix issues w/ CMake 4.0\n- Fix issues w/ units\n- Fix issues w/ pyproject.toml / twine",
          "is_bot": false,
          "headline": "V0.11.0 rc (#2454)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-24T17:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a23b764c496a74d9372fbe18aaffacca81ad937e",
          "body": "Bump JSON lib to 3.12 (hopefully) fixing the CMake 3.5 error\n\n(Don't worry about Spack, that's coming)",
          "is_bot": false,
          "headline": "Bump JSON (#2452)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-17T10:14:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2f1851863cc12ea544ac0edce1fcbd435bc62d3",
          "body": "Clean-up semantic checks on parameters, ensure connections have finite delay.\n\nCloses #2263",
          "is_bot": false,
          "headline": "Stricter checks on network construction / simulation parameters. (#2264)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-04-02T10:47:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4ff08ceef2760796538c4117a259fd2104442ed",
          "body": "Re-factor event dispatch, making it slightly faster.\nBuilds on #2433 \nCloses #2431",
          "is_bot": false,
          "headline": "Polish event dispatch (#2434)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-07T19:11:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19c6e294fafcd34ba34aecbef7222b30905e4cfd",
          "body": "- Simplify logic and maths\n- Remove double application of `qt`\n- Align style and usage of both files.",
          "is_bot": false,
          "headline": "Clean up K_T and K_P. (#2428)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-05T09:01:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbb63e260622c923f34b4e04b01255e8708efe02",
          "body": "Add missing scaling to diffusivity parameter.\n\n---------\n\nCo-authored-by: Jannik Luboeinski <mail@jlubo.net>",
          "is_bot": false,
          "headline": "Adjust Diffusion Scaling (#2439)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-03-04T14:13:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79983144e6f20b268950cb6b3b5e8c1496ef43a0",
          "body": "- bind the correct class `py_ion_data`\n- use `LOCAL`  conductances.",
          "is_bot": false,
          "headline": "Fixes for cantata (#2438)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-02-12T13:27:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36f2766d23ce70026bab38fa8149376b1cff2a85",
          "body": "Replace custom `introsort` with `std::sort`.",
          "is_bot": false,
          "headline": "📊 Sort spikes. (#2433)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-27T19:22:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "257e74f4570a3fde03500c2d416afce81dda8b4d",
          "body": "By careful re-analysis of the diffusion solver we found that the\ncoeffiecients of the LHS need an additional factor of the CV Volume.\n\nScopes be creeping. During the analysis it became apparent that the\nduring coupling to the cable equation proper raises at lot of potential\nproblems.\n\nConversion of \n[…]\ndd the\nproper Nernst model, too.\n\nfixes #2145 \nrequires #2209\n\n---------\n\nCo-authored-by: Jannik Luboeinski <mail@jlubo.net>\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Diffusion: tests, fixed coefficients in the solver, & tutorial (#2226)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-22T06:36:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "637712fa0e59fa2d085cf330d669879d07b8e79a",
          "body": "Fix included lines.",
          "is_bot": false,
          "headline": "fixed code line number (#2437)",
          "author_name": "Han Lu",
          "author_login": "ErbB4",
          "committed_at": "2025-01-15T12:01:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "342fa364c1339f517897504a822eb3972dc33d47",
          "body": "Modcc parses `-X^2` as `(-X)^2`, causing misbehaviour of expressions like\n```\nexp(-(v - 80)/10)\n```\nExamples are \n- Allen catalogue: K_P, K_T, Kv2like\n- BBP: K_Tst, K_Pst\n  \n\nFixes #2015",
          "is_bot": false,
          "headline": "Erroneous precedence handling for `^` in modcc (#2432)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-08T11:26:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18baa9e3c1d1e26e35d63b951db900e0a04e86ec",
          "body": "2023 -> 2025",
          "is_bot": false,
          "headline": "Bump year (#2435)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-07T13:37:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe9f3b45c1f136a6c4f33bcc18efc1a486c0d79f",
          "body": "1. Add the option to use a simple HH cell to the Brunel example. \n2. Add correct group size controls to Brunel\n3. Add more integration tests\n4. Make `lif_cell` an aggregate, which enables C++20 designated\ninitializers i.e. `lif_cell {.Vm=42_mV}`.\n\nThis enables us to\n- test/benchmark the event delive\n[…]\nfew integration tests checking the invariance across CPU/GPU and\ngroup size with both paths\n- add optimizations of said code paths later.\n\n**Known issues**\n\nSpike counts will diverge with Apple Clang.",
          "is_bot": false,
          "headline": "Add cable cell option to Brunel example (#2430)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-06T08:27:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4950671be8d343515571a500bf5c37c27d3fd23b",
          "body": "Add tutorial about the high-level network description.",
          "is_bot": false,
          "headline": "Add connectivity tutorial. (#2427)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2025-01-06T08:16:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2dd9544ac714b8638549b04fbea1bb14685ea85",
          "body": "Add a tutorial on how to engineer structural plasticity in Arbor using a homeostatic rule.\r\nRead the preview here\r\n\r\nhttps://arbor--2418.org.readthedocs.build/en/2418/tutorial/plasticity.html\r\n\r\nHere's a teaser of the final result:\r\n![03-rates](https://github.com/user-attachments/assets/2e8e4cfe-8c3d-4924-95a9-0e5e2d2bba9a)\r\n\r\nUpdate: finished the tutorial.",
          "is_bot": false,
          "headline": "Plasticity tutorial (#2426)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-11-25T15:55:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "625237a4872d0a4ceeac09641b709bd021e94214",
          "body": "Tiny oversight.",
          "is_bot": false,
          "headline": "Add iostream to forest (#2423)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-24T12:41:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ba170a01860962866a43ec7b9b80eb21e082a70",
          "body": "# Tree\r\n\r\nFixes --- likely a spurious --- warning in `tree.cpp`:\r\n```\r\n[2/6] Building CXX object arbor/CMakeFiles/arbor.dir/tree.cpp.o\r\nIn file included from /opt/homebrew/Cellar/gcc/14.2.0/include/c++/14/algorithm:60,\r\n                 from /Users/hater/src/arbor/arbor/tree.cpp:1:\r\nIn function 'typ\n[…]\nince I am for warning free code and\r\ndon't want to annotate with a pragma.\r\n\r\n# General\r\n\r\nRemove spurious includes.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "🧹 Fix GCC complaints (#2400)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-24T05:14:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b8b768d6aed3aa1e72b91912753d98bbc17fb44c",
          "body": "# Introduction\r\n\r\n- Do not allocate and fill storage for resetting ion concentrations if\r\nthese are never changed.\r\nReasoning: If concentrations are never changed, we do not reset them and\r\nthus do not need\r\n  to store the values. \r\n- Remove a duplicate of the CV area in solver and shared state and \n[…]\nling on GPU\r\n- pybind11 stub generation\r\n\r\n---------\r\n\r\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Reduce redundant GPU allocations (#2393)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-23T17:38:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fd2718c3e16d66342239130b586867df3d38afe4",
          "body": "We require at least gcc12",
          "is_bot": false,
          "headline": "use supported compiler for codeql (#2422)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-22T15:47:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5eab34508f36487a6a68572888dfddcc0c21d9b6",
          "body": "- fix event stream when more than one cell in a cell group have same\r\nsynapse\r\n  - events would previously no longer necessarily be sorted by time\r\n- in order to simplify: also sort with respect to mechanism index (as\r\nwas previously only required for the gpu backend)\r\n  - add pertinent test\r\n- while cleaning up: overhauled the event related files and data\r\nstructures\r\n  - removed dead code\r\n- made event handling less generic (this feature was not used anywhere)",
          "is_bot": false,
          "headline": "event handling: fix a bug and clean house (#2421)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-22T08:21:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9de9174d044bd9145aa0eea2521c5da19307374a",
          "body": "Bubbling up ion access information from modcc allows us to skip\r\nallocation of `Xi` and `Xo` iff\r\nno mechanism reads those values. \r\n\r\nA minor problem: Sampling may try to touch data that doesn't exist;\r\nhowever who'd ask for `Xi`\r\nif they never use it? \r\n\r\nStacking this PR on top of #2393 the memor\n[…]\nher 5% down to 77%\r\nif the original value.\r\n\r\n### Todo\r\n- [x] Guard against sampling  non-existing `Xi`/`Xo`\r\n\r\n---------\r\n\r\nCo-authored-by: Jannik Luboeinski <33398515+jlubo@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Reduce even more GPU allocations (#2394)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-21T09:43:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f302088507bee6bdf6c7a838eb340f42bbab7f80",
          "body": "This concludes the introduction of 'labels' for synapse identification /\r\nplacements started back in\r\nPR #1504 by @noraabiakar. Labels are now used when probing a synapse's\r\nstate.",
          "is_bot": false,
          "headline": "Allow probing of point state by tag. (#2417)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-18T13:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76120d16c00ae67128c3c69421ab712f985f3445",
          "body": "This PR rectifies a long-standing issue since the introduction of\r\n`decor`:\r\nCV discretization was treated as a defaultable value instead of a cell\r\nproperty, along with bio-physical properties.\r\n\r\nThis lead to some awkward facts:\r\n- Intermingling of bio-physics and numerical settings\r\n- Discretizat\n[…]\nes.\r\n- Hide internal `cv_policy` constructors.\r\n\r\n⚠️ Breaks `.acc` by upgrading from 0.9 to 0.10 ⚠️ \r\n\r\nCloses #1408\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Refactor discretization. (#2415)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-18T11:30:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7d1f82e2b738080d0c90c65258bd5361a5bbfd01",
          "body": "Some justifications:\r\n- power & Co: only useful on Cray, likely outdated. Use external power measurements if this is relevant.\r\n- trace.hpp was never used and was locked_ostream's only user.",
          "is_bot": false,
          "headline": "Clean-up redundant items: files and functions. (#2410)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-16T17:37:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17d6f9f566424db7b89110c4fc17f8bb4d3480c5",
          "body": "Utter a dire warning for those who try to build with outdated and/or weird compilers.\r\nXLC is no longer a thing, so we remove checking for it.",
          "is_bot": false,
          "headline": "Check for supported compilers. (#2411)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-16T17:37:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e6e2419a84469dcfc44acf3009ab1441b53c64a",
          "body": "Fix DOI link.",
          "is_bot": false,
          "headline": "Fix me. (#2420)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-10-14T08:51:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bca8a5a0a682cbf501d9911cbd3a170b596dd1f8",
          "body": null,
          "is_bot": false,
          "headline": "spack: variant for hwloc support (#2419)",
          "author_name": "boeschf",
          "author_login": "boeschf",
          "committed_at": "2024-10-08T09:39:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6524ce770587d5a35edb5d114b13414712a0a5e2",
          "body": "Building arbor on WSL from a clone checked out with Windows line endings\r\ncauses the following error:\r\n\r\n```\r\n[  0%] Generating _always_rebuild\r\n[  2%] Generating version.hpp-test\r\n/usr/bin/env: ‘bash\\r’: No such file or directory\r\nmake[2]: *** [arbor/include/CMakeFiles/generate_version_hpp.dir/buil\n[…]\n`bash` directly to the custom command seems to fix the\r\nproblem. I don't know how to confirm whether the `version.hpp-test`\r\nmechanism still works as intended, so someone should probably review\r\nthat.",
          "is_bot": false,
          "headline": "Avoid `bash\\r` with gitattributes eol (#2252)",
          "author_name": "Robin De Schepper",
          "author_login": "Helveg",
          "committed_at": "2024-10-02T06:36:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3f31da14f8900ee2b234fa44bccbc919b693ccb1",
          "body": "fixes #2413",
          "is_bot": false,
          "headline": "Fix molarity scaling. (#2414)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-23T09:15:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "502f38577f1456b92913dd661b0af72c45122b40",
          "body": "Fix bug in test suite found by ASAN/TSAN.\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix memory based on PR \"less event data\" (#2407)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-19T18:07:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c7312e78e8c2ef418a2c586720c227f7e182802",
          "body": "First step along the road to C++20: Use the `<=>` operator instead of\r\nhomebaked macros.\r\nAlso says goodbye to MacOS 12 and associated apple-clang, which is\r\ncompletely out of touch.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "C++20 Spaceship operator (#2401)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T18:28:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19327a871fbccdf6380e6b589540c925b109be35",
          "body": "`pyproject.toml` now reads `VERSION`.\r\n\r\nAlso, ignore CPM cache.\r\n\r\nCloses: #2201",
          "is_bot": false,
          "headline": "Make version dynamic (#2403)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T18:27:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "058868a84bf423e60b4beca828958dc30cb6ac9a",
          "body": "1. rename C++ `catalogue::import` to `catalogue::extend` as `import`\r\nwill likely be a reserved word due to modules\r\n2. Use an empty default for the prefix. 99% real world examples use an\r\nempty prefix.\r\n3. Adjust tests and examples accordingly.",
          "is_bot": false,
          "headline": "Clean-up catalogue extension. (#2409)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T14:21:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "617434a43ee3c57cdb5c0dae422de6f959bde966",
          "body": "`clock.hpp` has become redundant over `std::chrono` and was replaced\r\nwith `monotonic_clock`.",
          "is_bot": false,
          "headline": "Remove clock for std::chrono (#2408)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-18T14:19:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "047550df37f05ba711bd1da7f008fe710b54f9f2",
          "body": "This PR optimizes event handling by removing the intermediate structure\r\ncreated by this chain\r\nof transformations:\r\n1. `event_lanes := vector<vector<event>>` (one lane per local cell, each\r\nlane sorted by time)\r\n2. `staged_events_per_mech_id :=\r\nvector<vector<vector<deliverable_event>>>` (one vecto\n[…]\nngly _locally_ all tests pass on my dev\r\nmachine regardless of optimisation, vectorisation, and assertion\r\nsettings.\r\n\r\n---------\r\n\r\nCo-authored-by: boeschf <48126478+boeschf@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Create less intermediate data from events (#2249)",
          "author_name": "Thorsten Hater",
          "author_login": "thorstenhater",
          "committed_at": "2024-09-17T09:28:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e6b78db701192419c7ebe774cd4809d8d4ecb5c3",
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                "name": "PR template",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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        "metrics": [
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                "key": "bus_factor",
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                "detail": "3 contributor(s) cover half of all commits",
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                    "code": "bus_factor",
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                "key": "commit_distribution",
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                "detail": "top contributor authored 29% of commits",
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                "key": "contributor_breadth",
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
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            "notes": [],
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              "merged_prs": 1378,
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                "key": "issue_resolution",
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                "detail": "94% of issues closed",
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                    "code": "issues_closed_share",
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                      "share": 94
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                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1378/1539 decided PRs merged",
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                "key": "openssf_scorecard_code_review",
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            ]
          },
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            "key": "stewardship",
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              "followers": 14,
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              "is_verified": null,
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "14 followers of arbor-sim",
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                "status": "partial",
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                  {
                    "code": "owner_followers",
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                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "16 public repos, account ~9 yr old",
                "points": 21,
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                "details": [
                  {
                    "code": "public_repos",
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                      "count": 16
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                  {
                    "code": "account_age_years",
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                      "years": 9
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
              "packages": [
                "arbor"
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              "ecosystems": "pypi",
              "any_deprecated": false,
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            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
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                "details": [
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                    "code": "packages_published",
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 66 days ago",
                "points": 35,
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                "details": [
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                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
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                      "count": 16
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "notes": [],
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "9 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 9
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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",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "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,
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "neuroscience",
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                "cuda",
                "gpu",
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                "modern-cpp",
                "hip"
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              "has_readme": true,
              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "status": "met",
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              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
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                "details": [
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                "max_points": 10
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              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
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                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "packaging"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 52,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.2
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            "components": [
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                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
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                    "code": "no_data",
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                "max_points": 7.5
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              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
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              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "badge detected: InProgress",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 13 contributing companies or organizations",
                "points": 2.5,
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                "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": "5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 5
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              {
                "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 detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "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
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              {
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
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                "max_points": 7.5
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "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": {}
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            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
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              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
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            "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": [
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                    "code": "jurisdiction_no_match",
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                "max_points": 100
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            ]
          }
        ],
        "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": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
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            "name": "Agent context & guidance",
            "note": null,
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            "inputs": {
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              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
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                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "status": "met",
                "details": [
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                    "code": "legible_history",
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                      "legible": 100,
                      "sampled": 100
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                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "notes": [],
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              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
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                "key": "automated_tests",
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                "key": "static_type_checking",
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                "key": "reproducible_environment",
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                "key": "demonstrated_agent_practice",
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                "key": "automated_maintenance",
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                "key": "openssf_scorecard_pinned_dependencies",
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          },
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                "points": 45,
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                "status": "partial",
                "details": [
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          },
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            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
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                "points": 40,
                "status": "met",
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            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T06:01:04.650466Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/arbor-sim/arbor.svg",
  "full_name": "arbor-sim/arbor",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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

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

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