Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-28 03:59 UTC

ksugahar / Radia

3D Magnetostatics Computer Code

Python · C++Власна ліцензія★ 10 зірок⑂ 2 форкиз трав. 2025 р.форкПереглянути на GitHub ↗

ksugahar/Radia має індекс здоров’я 53 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (83/100), найнижчий — Community & Adoption (17/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

53
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

53
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Власність

Kengo SugaharaОсобистий обліковий запис
4 підписники3 публічні репозиторіїз січ. 2019 р.Kindai University

Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIradia4.95.24-1650 днів томуmagnetostaticsmagnetic-fieldradiangsolvefemsynchrotroncubitmeshexportgmshnastranvtknetgen

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

83Добрий · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
14.5/36Ритм комітів — 21/52 тижнів із комітами
18/18Обсяг комітів — 3 924 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year3 924
human_commit_share1
days_since_last_push0
active_weeks_last_year21
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 5 релізів
36/36Свіжість релізів — останній реліз 3 дн. тому
27/27Ритм релізів — реліз кожні ~38,9 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count5
latest_release_tagv4.95.23
releases_from_tagsні
days_since_latest_release3
mean_days_between_releases38,9

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

17Критичний · 18% загального індексу
Як обчислюється оцінка
15.5/60Зірки — 10 зірок
0/25Форки — 2 форків
0/15Спостерігачі — 1 спостерігачів
Використані вхідні дані
forks2
stars10
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
0/22.5README
16.9/22.5Ліцензія — файл ліцензії наявний, не є визнаною ліцензією
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeні
has_licenseні
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

40У зоні ризику · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
2.7/13.5Широта контриб’юторів — 2 контриб’юторів
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Використані вхідні дані
bus_factor1
contributors_sampled2
top_contributor_share0,999
Як обчислюється оцінка
0/46.8Вирішення issue — немає issue або даних
12.8/38.3Прийняття PR — злито 1/3 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs1
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs2
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue. Залишкові ваги перенормовано.

Власність та опіка

39У зоні ризику
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
5/25Охоплення власника — 4 підписників у ksugahar
16.4/25Послужний список — 3 публічних репозиторіїв, вік облікового запису ~7 р.
Використані вхідні дані
followers4
owner_typeUser
is_verified
owner_loginksugahar
public_repos3
account_age_days2 758
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 165 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesradia
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

69Помірний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 6 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — немає даних
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: CI-Tests. Залишкові ваги перенормовано.

Документація

35У зоні ризику
Як обчислюється оцінка
0/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
0/10Опис репозиторію
0/10Теми
10/10Wiki
Використані вхідні дані
topics
has_wikiтак
homepage
has_readmeні
has_docs_dirтак
has_descriptionні

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

52Помірний · 16% загального індексу

Стан безпеки

52Помірний
Як обчислюється оцінка
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 — немає даних
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
2.2/2.5Ліцензія — 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
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,1
Виключено з оцінювання (немає даних або не застосовно): ci_tests. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

57Помірний · 0% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — AGENTS.md, CLAUDE.md
0/15Машиночитана документація (llms.txt)
24/40Читабельна історія комітів — намір зазначено у 45 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,45
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes228 528
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
0/10Відтворюване середовище
10/10Підтверджена практика роботи з агентами — 22 з останніх 100 комітів створено агентом або з його зазначенням
5/8Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0,22
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
53.4/55Керовані розміри файлів — 116/3 870 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes947 215
source_files_sampled3 870
oversized_source_files116
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
40/40Придатні до запуску приклади — demos, examples, notebooks, samples
Використані вхідні дані
example_dirsdemos, examples, notebooks, samples
has_mcp_signalтак
api_schema_files

Ключові факти

10зірок GitHub
2контриб'юторів
3 924комітів за останні 12 місяців
0днів від останнього пушу
5релізів
1бас-фактор
0відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • 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

Докладніше

Історія зірок і форків 0 ★ / 2 ⇿
0Зірки
2Форки
3Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

111222212025-112026-022026-05
Мажорні 0Мінорні 1Патчі 0
OpenSSF Scorecard 5.1 / 10
5.1сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).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
н/дCI-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
Прямі залежності 6
РеєстрПакетОбмеження версіїМаніфест
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
Усі залежності не зібрано

Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Звіт у форматі JSON машиночитний
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          "tag": "v4.95.22",
          "kind": "patch",
          "published_at": "2026-07-23T04:14:49Z"
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        {
          "tag": "cubit-mesh-export-v0.3.0",
          "kind": "other",
          "published_at": "2026-04-06T21:15:02Z"
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          "tag": "v2.3.0",
          "kind": "minor",
          "published_at": "2026-02-22T08:17:14Z"
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          "tag": "binaries",
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          "oid": "28987ce171820600c111c7f5694615d75203506e",
          "body": null,
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          "headline": "fix(peec): coexist with PyTorch MKL runtime",
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          "body": "…ayer\n\nThe charge basis charged EVERY surface element as an exterior boundary\nface (single-sided sigma = M.n).  On a conforming multi-region mesh\n(OCC Glue with a shared internal face) the internal surface elements\nformed a spurious charge sheet: uniform chi=100 on a two-region glued\nball read <Mz> \n[…]\n(uniform sanity band +\nphysical per-region void response).  Impacted subset green: 48 tests\nacross all five dispatch paths and the solver level.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(vim): exclude internal material-interface faces from the charge l…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-28T01:45:39Z",
          "body_truncated": true,
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        },
        {
          "oid": "bd199121a1cd47644e256645fad596bb4b5db417",
          "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>",
          "is_bot": false,
          "headline": "feat(urn): persist per-restart scatter on the trained model",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T06:56:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7c334ddf75e3713fda2572ca0b3e7b45d04a86e6",
          "body": "…rors)\n\nSugahara proposal: the S-domain loss is nearly blind to Re(Z) wherever the\nresponse is reactance dominated, although Re spans ~7 decades on the PCB\ncoil.  loss_mode=\"log_components\" fits log(Re Z) and arcsinh(Im Z / x0)\nindependently, so both components are matched in relative terms over the\n[…]\nomain RMSE\nremains the manuscript comparison metric.\n\nTests: exact residual values on known perturbations, and a training smoke\nin the new mode.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): log-component training loss (independent relative Re/Im er…",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T06:24:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "03290c9c4dd53d9db4c638abf311e5be56e697d1",
          "body": "Allows the voltage-divider (CLN single-stage) topology to use the\nresonance-rich 34-basis dictionary.  Motivated by the stacked-series\nnegative result: summing sections of the same dictionary in Z adds no\nrepresentable directions once one section is at its local optimum\n(PCB/NL87 gains ~0), so the structural gain of the ladder comes from the\ndivider composition Z_even + (Z_odd || R), not from series addition.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): wire n_series_rlc through CLNPeelingConfig",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T06:16:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cd8562be2b23e0a9c497363c9b9a39587567292f",
          "body": "Sugahara direction: grow model capacity by stacking frozen Y-URN sections\ninstead of peeling residuals.  train_stacked_y_urn adds one section at a\ntime; earlier sections are frozen and the new section is trained against\nthe raw measured response through the composition\n\n  series:   Z = sum_k 1/Y_k  \n[…]\nxposed.\n\nTests: series/parallel stacked smoke with strict-passivity check and the\nmonotone stack RMSE log; near-short initial-contribution lock.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(urn): frozen-stacked Y-URN sections trained on the raw measurement",
          "author_name": "ksugahar",
          "author_login": "ksugahar",
          "committed_at": "2026-07-27T05:53:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "80be4b410698326240d95fe5e2052d49fcc99854",
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "oid": "6829676ca1f2deb0b13352c7c2de978c07751a66",
          "body": null,
          "is_bot": false,
          "headline": "fix(ci): diagnose pre-push matrix stalls",
          "author_name": "ksugahar",
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        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 16,
            "inputs": {
              "forks": 2,
              "stars": 10,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "10 stars",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 19,
            "inputs": {
              "has_readme": false,
              "has_license": false,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 40,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.999
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "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
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                  }
                ],
                "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"
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                }
              },
              {
                "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"
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                }
              },
              {
                "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)",
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  "warnings": [
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    "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"
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Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаPyPI.