Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-28 03:59 UTC

ksugahar / Radia

3D Magnetostatics Computer Code

Python · C++Licencia propia★ 10 estrellas⑂ 2 forksdesde may 2025forkVer en GitHub ↗

ksugahar/Radia tiene un índice de salud de 53 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (83/100) y la más baja, Community & Adoption (17/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

53
global / 100
Moderado

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.

53
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

Kengo SugaharaCuenta personal
4 seguidores3 repositorios públicosdesde ene 2019Kindai University

Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIradia4.95.24-165hace 0 díasmagnetostaticsmagnetic-fieldradiangsolvefemsynchrotroncubitmeshexportgmshnastranvtknetgen

Métricas por categoría

Vitalidad

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

83Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
14.5/36Cadencia de commits — 21/52 semanas con commits
18/18Volumen de commits — 3924 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year3924
human_commit_share1
days_since_last_push0
active_weeks_last_year21
Cómo se puntúa
27/27Publica versiones — 5 versiones publicadas
36/36Recencia de las versiones — última versión hace 3 días
27/27Cadencia de publicación — una versión cada ~38,9 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count5
latest_release_tagv4.95.23
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases38,9

Comunidad y Adopción

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

17Crítico · 18% del índice global
Cómo se puntúa
15.5/60Estrellas — 10 estrellas
0/25Forks — 2 forks
0/15Observadores — 1 observadores
Datos de entrada utilizados
forks2
stars10
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
0/22.5README
16.9/22.5Licencia — archivo de licencia presente, no es una licencia reconocida
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readmeno
has_licenseno
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sostenibilidad y Gobernanza

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

40En riesgo · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
0/22.5Distribución de commits — el principal contribuyente firma el 100% de los commits
2.7/13.5Amplitud de contribuyentes — 2 contribuyentes
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Datos de entrada utilizados
bus_factor1
contributors_sampled2
top_contributor_share0,999
Cómo se puntúa
0/46.8Resolución de issues — sin issues o sin datos
12.8/38.3Aceptación de PR — 1/3 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs1
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs2
Excluidos de la puntuación (sin datos o no aplicable): Resolución de issues. Los pesos restantes se han renormalizado.
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
5/25Alcance del propietario — 4 seguidores de ksugahar
16.4/25Trayectoria — 3 repos públicos, cuenta de ~7 años
Datos de entrada utilizados
followers4
owner_typeUser
is_verified
owner_loginksugahar
public_repos3
account_age_days2758
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 165 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesradia
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

69Moderado · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 6 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — sin datos
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: CI-Tests. Los pesos restantes se han renormalizado.

Documentación

35En riesgo
Cómo se puntúa
0/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
0/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepage
has_readmeno
has_docs_dir
has_descriptionno

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
6.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — sin datos
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,1
Excluidos de la puntuación (sin datos o no aplicable): ci_tests. 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.

57Moderado · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md, CLAUDE.md
0/15Documentación legible por máquinas (llms.txt)
24/40Historial de commits legible — 45 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,45
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes228.528
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
0/10Entorno reproducible
10/10Práctica demostrada con agentes — 22 de los últimos 100 commits con autoría o crédito de agente
5/8Mantenimiento automatizado — automatización de dependencias configurada, no observada en los commits muestreados
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share0,22
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
53.4/55Tamaños de archivo manejables — 116/3870 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes947.215
source_files_sampled3870
oversized_source_files116
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
20/20Servidor MCP
40/40Ejemplos ejecutables — demos, examples, notebooks, samples
Datos de entrada utilizados
example_dirsdemos, examples, notebooks, samples
has_mcp_signal
api_schema_files

Datos clave

10estrellas de GitHub
2contribuidores
3924commits en los últimos 12 meses
0días desde el último push
5versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Community profile unavailable
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:radia@4.95.24; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 0 ★ / 2 ⇿
0Estrellas
2Forks
3Versiones

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.

111222212025-112026-022026-05
Mayor 0Menor 1Parche 0
OpenSSF Scorecard 5.1 / 10
5.1agregado

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 · 2026-07-28 03:59 UTC

9Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
n/dCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTno SAST tool detected
10Security-Policysecurity policy file 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 6
RegistroPaqueteRestricción de versiónManifiesto
PyPInumpy>=1.20pyproject.toml
PyPImkl>=2024.2.0,<2026pyproject.toml
PyPIintel-cmplr-lib-rt>=2024.2.0pyproject.toml
PyPIngsolve==6.2.2604pyproject.toml
PyPInetgen-mesher==6.2.2604pyproject.toml
PyPImcp>=1.0.0pyproject.toml
Todas las dependencias no recopilado

No fue posible recopilar el conjunto de dependencias resuelto para este informe: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Informe JSON sin procesar legible por máquina
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          "body": "…nce floor\n\nTwo review findings (Sugahara/codex 2026-07-27):\n\n1. The RMS basis normalisation was recomputed on whatever frequency grid was\n   passed for evaluation, so the same gates described a slightly different\n   circuit on a dense audit grid than on the training grid -- arbitrary-grid\n   predic\n[…]\nsivity guarantee stronger\n   than any sampled dense-grid audit.  Default 0 keeps the legacy model.\n   Locked by a lossless-only dictionary test.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(urn): training-grid-fixed basis normalisation + analytic conducta…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T05:42:20Z",
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          "oid": "a17e96355a5f07130d202d5f98202e6daf26ad3f",
          "body": "Direction change (Sugahara): stop stacking CLN stages and grow the single\npassive parallel dictionary instead -- the peeled residues are not\npositive-real, so deeper stages fit an unfittable target, while dictionary\ngrowth keeps the raw (positive-real) measurement as the target.\n\nThe CPE exponents a\n[…]\ne nonnegative gate carries the scale, Re(Y) = 0\n(lossless, marginally passive).\n\nTest: exact column values, losslessness, and parameter summary.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): ideal inductor/capacitor bases for the Y dictionary",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T05:27:31Z",
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        },
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          "oid": "df1f32a997e1e8cefbe03d667a7874625de3ed53",
          "body": "Sugahara review: warm-starting only fixes the initial point; the real\ndefect was the objective swap -- stage n+1 trained against the peeled\nlocal tail (its own S-domain reference) while the network is judged on\nthe whole-ladder fit of the measured response.  A stage could therefore\nimprove locally a\n[…]\n rule remains the\nbackstop.\n\nTest: two-stage smoke exercising the frozen-outer-chain composition with\nthe default global objective + warm start.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): through-ladder global objective for CLN pair training",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T05:08:29Z",
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        },
        {
          "oid": "fc721796609dc1708f7ef4048c3226c39f6519c7",
          "body": "…ead branch\n\nThe stage n+1 composite seed used to refit the peeled tail from scratch,\nwhich discards the previous stage lookahead branch -- the one branch that\nwas optimised through the whole-ladder loss.  On the PCB data that made the\nreplacement start worse than its predecessor (seed 5.6e-3 vs the\n[…]\nn stopping rule remains the backstop.\n\nTest: warm-started seed at 0 epochs reproduces the donor branch on a\ntarget with a different y_ref scale.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): warm-start the CLN composite seed from the previous lookah…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T05:00:53Z",
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          "oid": "57d3c6fb5c151417ccb93d67264ba7667fc88187",
          "body": "…r CLN peeling\n\nSugahara direction: enumerate the 8 series-parallel two-terminal RLC\ntopologies and add the damped anti-resonance families the dictionary lacked.\nThe paper 22-basis set only carries the series-RLC (admittance-peak)\nresonator, so a self-resonant impedance peak such as the Sato PCB coi\n[…]\nrk.\n\nTests: 34 URN tests incl. 26-basis dictionary shape/passivity, the\ncoil-antiresonance admittance valley, and the recorded global-RMSE lock.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): anti-resonance bases + global degradation stopping rule fo…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T04:51:45Z",
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          "oid": "8ea53efb8eedbf0954341a96c4fa8131d865902f",
          "body": "…wise trust region\n\nPromote the SA/RM-2026 attention-free URN work and harden the CLN peeling\nstage division:\n\n- y_admittance_urn: 22-basis Y-domain URN (S-domain Huber loss, output\n  ablation); complex_smooth_l1 gains an optional per-sample weight.\n- cln_peeling_urn: paired even/odd CLN peeling R_n\n[…]\n\n- README + radia-mcp urn knowledge rewritten to the current paired-split\n  API (the older start_domain description no longer matched the code).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): attention-free Y-base URN + paired CLN peeling with stage-…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T04:16:31Z",
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          "oid": "7ea4e7ffc9eb0455d2dec39f92687f62abfab9c9",
          "body": null,
          "is_bot": false,
          "headline": "test(simulink): allow slower CI process startup",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-25T23:46:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7618f65521055d8428752e90b066524bc2e3cb2",
          "body": "Extend the clebsch_hodograph knowledge topic with the field-plane\n(Chaplygin) design verification promoted to\nvalidation_test/clebsch_legendre/:\n\n- Legendre potential chi = H.r - Psi (coordinates = first derivatives)\n  and the B-radial form that feeds measured mu_s(B) with no table\n  inversion.\n- En\n[…]\nicard fakes a design error).\n- Honest scope: design direction on a known hodograph domain only; the\n  analysis direction remains open research.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(electromagnet): record verified Chaplygin design direction",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-25T11:22:23Z",
          "body_truncated": true,
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        },
        {
          "oid": "bce120ee6d6f3528b2c1febab7ee14bd00e445ad",
          "body": "Promote the saturable hodograph design verification from scratch into\nvalidation_test/clebsch_legendre/ with golden bands and committed result\nsidecars.\n\n- verify_chi_modesum_solver.py: Legendre-potential (chi = H.r - Psi)\n  mode-sum machinery vs closed forms. Radial solver rel err < 1e-5 at\n  M=401\n[…]\ndates the DESIGN direction on a known hodograph domain; the\nanalysis direction (unknown hodograph image of a fixed pole) remains\nopen research.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(clebsch): verify Chaplygin field-plane design end-to-end",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-25T11:20:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "62b6605e601e3d2133760ed1fb7b538e8226062e",
          "body": "Add to verified_recipe: the run-the-goldens-first debug workflow, and an\nexplicit HONEST LIMITS block so the measured claims are not extrapolated\npast their tested class:\n\n- both goldens use a direct solver; iterative solution of the MIXED A-Phi\n  system (BDDC on fesA*fesV) is not locked by any gold\n[…]\nlved one\n- the goldens validate the FEM formulation layer only; CLN / Cauer-ladder\n  extraction is a separate layer with its own open questions\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(mcp): state the honest limits of the A-Phi Kelvin goldens",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-25T11:08:19Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b240392b50df244da44d520f12a0f4a9de7aae84",
          "body": "…e-order lock\n\nExtends the A-Phi + Periodic Kelvin golden to the production configuration:\na coaxial circular filament loop (b=0.6 m, z0=0.5 m, I=1 kA) as a genuine\ndecaying Biot-Savart source - the coil + workpiece pattern. The solvers are\nimported from the uniform golden (now parameterized by A_s \n[…]\na debug-signature table (0.45% p-saturated = A-only; ~2% = curve 1;\n  -33% = source dropped in kext; +33% = differentiated 0-form Convention B)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(kelvin): reduced A-Phi with a real coil source at p=2 + the curv…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-25T10:47:12Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c33723ab8efc8ce9bd7a1420884a3cf98ac1bcfe",
          "body": "…lback / A-Phi results\n\nPromote the three 2026-07 Kelvin goldens into the docs layer as one executed,\nresult-bearing notebook, and register it in the MCP knowledge.\n\ndocs/kelvin/kelvin_exterior_source_and_aphi.ipynb (executed, 6/6 code cells,\n0 errors) re-runs the locked test modules live rather tha\n[…]\nthe notebook as the rendered walkthrough; module docs-map lists it\n- KELVIN_TRANSFORMATION.md 7.9: A-Phi p/h measured tables + notebook pointer\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(kelvin): executed notebook for the exterior-source / twisted-pul…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-25T10:27:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "41829df7cb0425755f53981fbb9272535951f65d",
          "body": "…d's floor\n\nAnswers \"does the A-Phi Kelvin transformation work at p=2\" by measurement.\nConducting sphere (a/delta = 2) in a uniform AC field, analytic Smythe moment,\ntwo-sphere Periodic Kelvin, every verified_recipe element (nograds -> Periodic,\ngauge reg on non-Kelvin, bonus_intorder=4), one mesh, \n[…]\nmcp verified_recipe: new section \"p=2 and beyond: use A-Phi, not the\n  plain A-method\" with the measured tables and the A-Phi weak-form snippet\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(kelvin): A-Phi + Periodic Kelvin golden at p=2 - and the A-metho…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-25T10:21:59Z",
          "body_truncated": true,
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        {
          "oid": "02691bfb638c7b2ceb9f0f542202e001b99ddb69",
          "body": null,
          "is_bot": false,
          "headline": "fix(release): exclude backup binaries from uploads",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-24T08:41:32Z",
          "body_truncated": false,
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        },
        {
          "oid": "18f4409198b4ec2f4870b792d7138d1eca79295b",
          "body": null,
          "is_bot": false,
          "headline": "test(ih): record TEAM36 release validation",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-24T08:33:18Z",
          "body_truncated": false,
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        },
        {
          "oid": "7a6de4ad034b435a2ffedb43928efb5203fc5204",
          "body": null,
          "is_bot": false,
          "headline": "fix(release): exclude local native backups from wheels",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-24T08:21:23Z",
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        },
        {
          "oid": "68390ee5e404fd32d1abdefdc2ee154406fb39b8",
          "body": null,
          "is_bot": false,
          "headline": "feat(matlab): add native optimization and TEAM36 validation",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-24T08:16:03Z",
          "body_truncated": false,
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        },
        {
          "oid": "2dcf9899fd9b14a4d7caf0ad6cb47960313db4d1",
          "body": null,
          "is_bot": false,
          "headline": "fix(matlab): isolate LTspice tests and refresh Simulink models",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T14:04:26Z",
          "body_truncated": false,
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        },
        {
          "oid": "603bd69dfc3c88f9d944af3423b7266eacaacb72",
          "body": null,
          "is_bot": false,
          "headline": "feat(matlab): finalize native IH and optimization release",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T13:25:03Z",
          "body_truncated": false,
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        },
        {
          "oid": "723f783be34fcd5c9297142b9acc8d0d36a022fe",
          "body": "… Convention B\n\nThe previous commit reported that the potential route overshoots the\nmagnetic-sphere golden by 4/3 and concluded that the 0-form and 1-form rules\nare irreconcilable. That conclusion was drawn from the wrong 0-form rule.\n\nForm DEGREE and orientation PARITY are independent axes. The ma\n[…]\n rather than\nsilently inherited.\n\nSource of the sign table: the lab note\nhttps://www.ele.kindai.ac.jp/laboratory/sugahara/elemag/geometry09.php\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(kelvin): Omega_s DOES work - via the twisted 0-form pullback, not…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T12:36:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6c922423b714a6b2decefd997331cca43508bad5",
          "body": "Add two new bug classes found while forward-verifying a saturable\nhodograph design with an independent nonlinear FEM, and record a\nrecurrence of an existing one.\n\n- numberspace-gauge-densifies-direct-solve: a NumberSpace mean-zero\n  gauge puts a full row/column in the matrix, so the sparse direct\n  \n[…]\nsame design matched to 0.3%. Severity raised to high\n  because the failure mode is a wrong conclusion about another method,\n  not a slow solve.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(meta): catalog hodograph forward-verification bug patterns",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T12:36:05Z",
          "body_truncated": true,
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        },
        {
          "oid": "1b3578e12c530c7a4b8899a66716c1568941ed8b",
          "body": "The reduced-potential / T-Omega route had no way to carry a background\nPOTENTIAL into the Kelvin exterior: only the 1-form helper existed, and the\nT-Omega design note recorded the missing 0-form variant as a TODO. Nothing\nlocked what the exterior source is actually worth.\n\nAdd make_reduced_potential\n[…]\nSolver caveat\n- docs/kelvin/KELVIN_TRANSFORMATION.md: 2.3 straight-vs-twisted, 7.4 0-form\n  variant, 7.6 B-1/B-0 split, 7.9 the measured golden\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(kelvin): 0-form Convention B + exterior-source golden (2/3 and 4/3)",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T12:36:05Z",
          "body_truncated": true,
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        {
          "oid": "98cbb4239a9f8ecfa5bd264fe96f0ad1eb45a64a",
          "body": null,
          "is_bot": false,
          "headline": "fix(release): resolve source commit without git on CI",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T09:25:21Z",
          "body_truncated": false,
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        },
        {
          "oid": "0b6f481f047050d91c3a7ce98ee5b062100731a4",
          "body": null,
          "is_bot": false,
          "headline": "feat(simulink): release native IH preview model",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T08:59:09Z",
          "body_truncated": false,
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          "oid": "795fa5acec7bd87137954a6ff55c3b1a03ebf490",
          "body": null,
          "is_bot": false,
          "headline": "docs(policy): define standalone MEX verification role",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T04:08:08Z",
          "body_truncated": false,
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        },
        {
          "oid": "6829676ca1f2deb0b13352c7c2de978c07751a66",
          "body": null,
          "is_bot": false,
          "headline": "fix(ci): diagnose pre-push matrix stalls",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T03:33:15Z",
          "body_truncated": false,
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        },
        {
          "oid": "5dd773aa5a2599132fde968622b5aa5931552e6a",
          "body": null,
          "is_bot": false,
          "headline": "fix(grant-writing): accept AI acceleration wording variant",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T03:13:43Z",
          "body_truncated": false,
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        },
        {
          "oid": "8b4b167bc04e766f24372e058b253d3e9b53e6fc",
          "body": null,
          "is_bot": false,
          "headline": "test(simulink): add S-function diagnostics and vol preflight",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T03:06:53Z",
          "body_truncated": false,
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        {
          "oid": "7e06327d9f8c142444170f78f19239812bf563e8",
          "body": null,
          "is_bot": false,
          "headline": "feat(simulink): add native IH S-functions and material QA",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-23T02:40:42Z",
          "body_truncated": false,
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        {
          "oid": "9171be1ef1d7ab28c33e5d6a6b6c340062586443",
          "body": null,
          "is_bot": false,
          "headline": "fix(ci): sync Simulink contract inventory",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-22T07:43:53Z",
          "body_truncated": false,
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        },
        {
          "oid": "473ecf5e7a591d254a36aebacef731a527e81673",
          "body": null,
          "is_bot": false,
          "headline": "release: Simulink applications and checked mesh artifacts",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-22T07:36:08Z",
          "body_truncated": false,
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        },
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          "oid": "3afc071ab728f9da2034ee359ffde4d7c88eb89b",
          "body": "Co-Authored-By: Codex <noreply@openai.com>",
          "is_bot": false,
          "headline": "release: radia 4.95.21 and radia-mcp 1.4.17",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-21T12:10:38Z",
          "body_truncated": false,
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        },
        {
          "oid": "7ebb405a86a21762b5e563bc45b04a8482287ae7",
          "body": null,
          "is_bot": false,
          "headline": "feat(matlab): expand native MEX and Python parity",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-21T12:07:52Z",
          "body_truncated": false,
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        },
        {
          "oid": "7a784bfa71de160157551d6476b28eeec9c08ce1",
          "body": null,
          "is_bot": false,
          "headline": "fix(mcp): keep acoustic server minimal-dependency safe",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-20T16:11:33Z",
          "body_truncated": false,
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        },
        {
          "oid": "3c2637ab9662abd7d6bab9f8d80ec6353f8588cd",
          "body": "Make masked Simulink blocks the production human interface while retaining the IH notebook comparison path. Expand native MATLAB and HCurl topology support, add direct Python/MEX parity coverage, refresh MCP knowledge, and separate solver-backed validation from fast package tests.",
          "is_bot": false,
          "headline": "feat: ship Simulink applications and native MATLAB parity",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-20T15:59:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "114641f735ba0cb871f7825febac464432344f18",
          "body": null,
          "is_bot": false,
          "headline": "feat(matlab): add native HCurl topology optimization",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-20T15:02:03Z",
          "body_truncated": false,
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        },
        {
          "oid": "35620e7928f3529bf896a54e0b60eac5aca9c057",
          "body": null,
          "is_bot": false,
          "headline": "Limit QUD cleanup to server processes",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-20T11:23:35Z",
          "body_truncated": false,
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          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 24,
            "inputs": {
              "merged_prs": 1,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 2
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1/3 decided PRs merged",
                "points": 12.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1,
                      "decided": 3
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "inputs": {
              "followers": 4,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ksugahar",
              "public_repos": 3,
              "account_age_days": 2758
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "4 followers of ksugahar",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 4,
                      "login": "ksugahar"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "3 public repos, account ~7 yr old",
                "points": 16.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 3
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 7
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "radia"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "165 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 165
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 69,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 35,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": false,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 52,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.45,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 228528
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "45 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 24,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 45,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 49,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.22,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "22 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 22,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 947215,
              "source_files_sampled": 3870,
              "oversized_source_files": 116
            },
            "components": [
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                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "116/3870 source files over 60KB",
                "points": 53.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 3870,
                      "oversized": 116
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "demos",
                "examples",
                "notebooks",
                "samples"
              ],
              "has_mcp_signal": true,
              "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",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "demos, examples, notebooks, samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "demos, examples, notebooks, samples"
                    }
                  }
                ],
                "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",
    "Community profile unavailable",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:radia@4.95.24; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T03:59:39.064831Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/ksugahar/Radia.svg",
  "full_name": "ksugahar/Radia",
  "license_state": "custom",
  "license_spdx": null
}

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.