Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-28 03:59 UTC

ksugahar / Radia

3D Magnetostatics Computer Code

Python · C++Eigene Lizenz★ 10 Sterne⑂ 2 Forksseit Mai 2025ForkAuf GitHub ansehen ↗

ksugahar/Radia erreicht einen Gesundheitsindex von 53 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (83/100) ab, am schwächsten bei Community & Adoption (17/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

53
gesamt / 100
Mittel

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

53
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Eigentümerschaft

Kengo SugaharaPersönliches Konto
4 Follower3 öffentliche Reposseit Jan. 2019Kindai University

Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIradia4.95.24-165vor 0 Tagenmagnetostaticsmagnetic-fieldradiangsolvefemsynchrotroncubitmeshexportgmshnastranvtknetgen

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

83Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
14.5/36Commit-Rhythmus — 21/52 Wochen mit Commits
18/18Commit-Volumen — 3.924 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year3.924
human_commit_share1
days_since_last_push0
active_weeks_last_year21
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 5 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 3 Tagen
27/27Release-Rhythmus — ein Release etwa alle 38,9 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count5
latest_release_tagv4.95.23
releases_from_tagsnein
days_since_latest_release3
mean_days_between_releases38,9

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

17Kritisch · 18 % des Gesamtindex
Wie die Bewertung erfolgt
15.5/60Stars — 10 Stars
0/25Forks — 2 Forks
0/15Watcher — 1 Watcher
Verwendete Eingangsdaten
forks2
stars10
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
0/22.5README
16.9/22.5Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmenein
has_licensenein
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

40Gefährdet · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits
2.7/13.5Breite der Beitragenden — 2 Beitragende
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled2
top_contributor_share0,999
Wie die Bewertung erfolgt
0/46.8Issue-Lösungsquote — keine Issues oder keine Daten
12.8/38.3PR-Annahme — 1/3 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs1
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs2
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
5/25Reichweite des Inhabers — 4 Follower von ksugahar
16.4/25Kontohistorie — 3 öffentliche Repos, Kontoalter ca. 7 Jahre
Verwendete Eingangsdaten
followers4
owner_typeUser
is_verified
owner_loginksugahar
public_repos3
account_age_days2.758
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 165 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesradia
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

69Mittel · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 6 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: CI-Tests. Die verbleibenden Gewichte wurden renormalisiert.

Dokumentation

35Gefährdet
Wie die Bewertung erfolgt
0/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
0/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepage
has_readmenein
has_docs_dirja
has_descriptionnein

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

52Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
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 — keine Daten
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
2.2/2.5Lizenz — 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
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): ci_tests. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

57Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md, CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
24/40Lesbare Commit-Historie — 45 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,45
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes228.528
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
10/10Belegte Agentenpraxis — 22 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
5/8Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0,22
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
53.4/55Handhabbare Dateigrößen — 116/3.870 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes947.215
source_files_sampled3.870
oversized_source_files116
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
40/40Lauffähige Beispiele — demos, examples, notebooks, samples
Verwendete Eingangsdaten
example_dirsdemos, examples, notebooks, samples
has_mcp_signalja
api_schema_files

Eckdaten

10GitHub-Sterne
2Mitwirkende
3.924Commits, letzte 12 Monate
0Tage seit letztem Push
5Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • 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

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 2 ⇿
0Sterne
2Forks
3Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

111222212025-112026-022026-05
Major 0Minor 1Patch 0
OpenSSF Scorecard 5.1 / 10
5.1Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).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
k. A.CI-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
Direkte Abhängigkeiten 6
RegistryPaketVersionsvorgabeManifest
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
Alle Abhängigkeiten nicht erhoben

Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

JSON-Rohbericht maschinenlesbar
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          "oid": "77fc34a4b8696b55b86b128b733f8c6113666752",
          "body": "… solve\n\nAdds the missing verification layer for the coupled HDiv-MMM x HCurl-VIM\nsystem (friction-1 of the topology-optimisation handover):\n\n1. independent block reconstruction [A_M K; K^H Z(s)] from the public\n   parts (magnetic_operator / coupling / eddy_impedance / magnetic_rhs /\n   eddy_rhs) mu\n[…]\nerged at\nrho = 1e-9 / 0.25 / 0.81 / 1.21 with the monolithic residual <= 6.6e-16\nthroughout.  Full eddy-hybrid suite green (72 tests) alongside.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "test(vim): lock sequential weak coupling against the monolithic mixed…",
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          "headline": "fix(vim): exclude internal material-interface faces from the charge l…",
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          "body": "Record every restart of train_y_admittance_urn (restart index, seed, final\nloss, fit loss, active-basis count) in model.restart_summaries so\nmulti-start scatter -- the initial-condition-dependence evidence -- is\nsaved into result JSONs instead of living only in console output.\n(Implementation by cod\n[…]\nion: restore the accidentally merged\ntest_ideal_reactance_bases_are_pure_and_lossless function definition and\ndrop a dead restart_log variable.)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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          "body": "The dictionary initialisation is fully deterministic (log-grid tau,\nconstant gates, no randomness), so every restart of train_y_admittance_urn\nrepeated the identical run -- observed bit-identical losses across\nrestarts in the F-series dictionary experiments.  Restarts beyond the\nfirst now jitter the\n[…]\n, reproducible via the per-restart manual_seed), turning n_restarts\ninto an actual multi-start search.  Restart 0 and warm starts are\nunchanged.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(urn): perturb restarts of the deterministic Y-URN initialisation",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T05:44:07Z",
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          "oid": "f11bbd33df267bc1d3e6fca7027d9623204958d7",
          "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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        },
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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",
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        },
        {
          "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",
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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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
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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,
          "is_coding_agent": false
        },
        {
          "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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        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
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                "points": 0,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "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": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "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
}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.