Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-24 09:56 UTC

AntaresSimulatorTeam / GemsPy

Gems, a framework for generic modelling in energy systems

PythonMPL-2.0★ 19 зірок⑂ 4 форкиз лют. 2024 р.Переглянути на GitHub ↗

AntaresSimulatorTeam/GemsPy має індекс здоров’я 73 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (92/100), найнижчий — Community & Adoption (44/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.

73
загалом / 100
Добрий

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.

73
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

AntaresSimulatorTeamОрганізація
29 підписників34 публічні репозиторіїз лип. 2018 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIgemspy0.1.32 20190 днів тому

Метрики за категоріями

Життєздатність

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

92Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
22.8/36Ритм комітів — 33/52 тижнів із комітами
18/18Обсяг комітів — 99 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year99
human_commit_share1
days_since_last_push0
active_weeks_last_year33
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 8 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~23,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count8
latest_release_tagv0.1.3
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases23,6
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

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

44У зоні ризику · 18% загального індексу
Як обчислюється оцінка
20.4/60Зірки — 19 зірок
4/25Форки — 4 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks4
stars19
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MPL-2.0)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateтак
Як обчислюється оцінка
44.6/80Щомісячні завантаження — 2 201 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesgemspy
dependents
ecosystemspypi
total_downloads
monthly_downloads2 201
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

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

76Добрий · 24% загального індексу
Як обчислюється оцінка
25.2/54Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів
14.9/22.5Розподіл комітів — головний контриб’ютор — автор 34% комітів
13.5/13.5Широта контриб’юторів — 17 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Використані вхідні дані
bus_factor2
contributors_sampled17
top_contributor_share0,336
Як обчислюється оцінка
37.6/46.8Вирішення issue — закрито 80% issue
31.2/38.3Прийняття PR — злито 177/217 вирішених PR
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Використані вхідні дані
merged_prs177
open_issues8
closed_issues33
issue_closed_ratio0,805
closed_unmerged_prs40
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
10.6/25Охоплення власника — 29 підписників у AntaresSimulatorTeam
23.2/25Послужний список — 34 публічних репозиторіїв, вік облікового запису ~8 р.
Використані вхідні дані
followers29
owner_typeOrganization
is_verified
owner_loginAntaresSimulatorTeam
public_repos34
account_age_days2 942

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 — 9 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgemspy
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

86Відмінний · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 3 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
0/10Теми
10/10Wiki
Використані вхідні дані
topics
has_wikiтак
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

61Помірний · 16% загального індексу

Стан безпеки

51Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2.5/2.5CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0.8/7.5Vulnerabilities — 9 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,1
Виключено з оцінювання (немає даних або не застосовно): branch_protection, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories15
affected_packages6
assessed_packages113
unassessed_packages0
affected_by_severityhigh 4, moderate 2
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень, Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено 113 резолвлених залежностей із OSV. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.

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.

65Помірний · 0% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 79 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,79
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes8 913
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
10/10Відтворюване середовище — lockfile
10/10Підтверджена практика роботи з агентами — 11 з останніх 100 комітів створено агентом або з його зазначенням
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0,11
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
54.6/55Керовані розміри файлів — 1/141 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes62 773
source_files_sampled141
oversized_source_files1

Ключові факти

19зірок GitHub
17контриб'юторів
99комітів за останні 12 місяців
0днів від останнього пушу
8релізів
2бас-фактор
8відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:gemspy@0.1.3; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 0 ★ / 4 ⇿
0Зірки
4Форки
4Релізи

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.

1223344412024-022025-032026-04
Мажорні 0Мінорні 0Патчі 4

Кожна точка охоплює 2 днів.

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 · 2026-07-24 09:56 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests13 out of 13 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
1Vulnerabilities9 existing vulnerabilities detected
Прямі залежності 10
РеєстрПакетОбмеження версіїМаніфест
PyPInumpy>=1.26pyproject.toml
PyPIantlr4-python3-runtime>=4.13.2pyproject.toml
PyPIPyYAML>=6.0.2pyproject.toml
PyPIpydantic>=2.0pyproject.toml
PyPIanytree>=2.13pyproject.toml
PyPIlinopy>=0.6pyproject.toml
PyPIxarray>=2025.3pyproject.toml
PyPIhighspy>=1.14pyproject.toml
PyPIpandas>=2.2pyproject.toml
PyPIattrs>=26.0pyproject.toml
Усі залежності 113

Повний розв'язаний набір залежностей із графа залежностей GitHub: 13 прямих і 100 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIantlr4-python3-runtime4.13.2пряма
PyPIanytree2.13.0пряма
PyPIattrs26.1.0пряма
PyPIhighspy1.14.0пряма
PyPIlinopy0.6.6пряма
PyPInumpy1.26.4пряма
PyPInumpy2.4.4пряма
PyPIpandas2.3.3пряма
PyPIpandas3.0.2пряма
PyPIpydantic2.12.5пряма
PyPIpyyaml6.0.3пряма
PyPIxarray2025.6.1пряма
PyPIxarray2026.2.0пряма
PyPIannotated-types0.7.0непряма
PyPIantlr4-tools0.2.2непряма
PyPIbabel2.18.0непряма
PyPIbackrefs6.2непряма
PyPIblack26.3.1непряма
PyPIbottleneck1.6.0непряма
PyPIcertifi2026.2.25непряма
PyPIcffi2.0.0непряма
PyPIcfgv3.5.0непряма
PyPIcharset-normalizer3.4.7непряма
PyPIclick8.3.2непряма
PyPIcloudpickle3.1.2непряма
PyPIcolorama0.4.6непряма
PyPIcoverage7.13.5непряма
PyPIcryptography46.0.7непряма
PyPIdask2026.3.0непряма
PyPIdeprecation2.1.0непряма
PyPIdistlib0.4.0непряма
PyPIexceptiongroup1.3.1непряма
PyPIfilelock3.29.0непряма
PyPIfsspec2026.3.0непряма
PyPIgemspy0.1.3непряма
PyPIghp-import2.1.0непряма
PyPIgoogle-api-core2.30.2непряма
PyPIgoogle-auth2.49.1непряма
PyPIgoogle-cloud-core2.5.1непряма
PyPIgoogle-cloud-storage3.10.1непряма
PyPIgoogle-crc32c1.8.0непряма
PyPIgoogle-resumable-media2.8.2непряма
PyPIgoogleapis-common-protos1.74.0непряма
PyPIgriffelib2.0.2непряма
PyPIgurobipy13.0.2непряма
PyPIidentify2.6.19непряма
PyPIidna3.11непряма
PyPIimportlib-metadata9.0.0непряма
PyPIiniconfig2.3.0непряма
PyPIinstall-jdk1.1.0непряма
PyPIisort8.0.1непряма
PyPIjinja23.1.6непряма
PyPIlibrt0.9.0непряма
PyPIlocket1.0.0непряма
PyPImarkdown3.10.2непряма
PyPImarkupsafe3.0.3непряма
PyPImergedeep1.3.4непряма
PyPImkdocs1.6.1непряма
PyPImkdocs-autorefs1.4.4непряма
PyPImkdocs-get-deps0.2.2непряма
PyPImkdocs-material9.7.6непряма
PyPImkdocs-material-extensions1.3.1непряма
PyPImkdocstrings1.0.4непряма
PyPImkdocstrings-python2.0.3непряма
PyPImypy1.20.2непряма
PyPImypy-extensions1.1.0непряма
PyPInodeenv1.10.0непряма
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PyPIpackaging26.0непряма
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PyPIpartd1.4.2непряма
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PyPIpymdown-extensions10.21.2непряма
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Сповіщення про залежності 6

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 113 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 6 мають відомі сповіщення, з них 0 прямі.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
click8.3.2непрямависока18.3.3
cryptography46.0.7непрямависока148.0.1
pyasn10.6.3непрямависока50.6.4
urllib32.6.3непрямависока42.7.0
idna3.11непрямапомірна23.15
pymdown-extensions10.21.2непрямапомірна210.21.3

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

Звіт у форматі JSON машиночитний
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          "headline": "Add optional taxonomy and version fields to LibrarySchema (#251)",
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          "headline": "Revise hybrid libraries and systems documentation",
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          "body": "…brid/gems_runner) (#250)\n\nFollowing the gems_craft/gems_runner split (#244) and gems_craft_hybrid\naddition (#245), tests/unittests/ was still organized by topic, which\nsilently mixed packages under the same folder (e.g. simulation/ and\nexpressions/visitor/test_evaluation.py actually exercised gems_\n[…]\n, and\ngems_runner/ as top-level siblings, topics nested underneath.\ntests/e2e/ is left untouched since those tests are cross-package by\ndesign.\n\nCo-authored-by: Claude Sonnet 5 <noreply@anthropic.com>",
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          "headline": "Split gems into gems_craft/gems_runner (alternative to #243) (#244)",
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          "headline": "Apply suggestion from @aoustry",
          "author_name": "Antoine Oustry, PhD",
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          "body": "…brid\n\nAreaConnectionsSchema/SystemSchema.area_connections was parsed but never\nconsumed by the standard resolve/solve pipeline in gems_craft or\ngems_runner, so it belongs alongside HybridSystemSchema's other\nAntares-interop-only fields rather than in the base package.\n\nAddresses PR review comment on #245.",
          "is_bot": false,
          "headline": "refactor: move AreaConnectionsSchema from gems_craft to gems_craft_hy…",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-17T14:30:24Z",
          "body_truncated": false,
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          "body": "…rid-only\n\nDocument the version field under a new \"Library YAML\" section in\ninputs.md and adjust the hybrid library section and changelog entry\nso version is no longer described as a hybrid-specific addition.",
          "is_bot": false,
          "headline": "docs: clarify that LibrarySchema's version field is standard, not hyb…",
          "author_name": "Claude",
          "author_login": "claude",
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          "body": "Port the hybrid GEMS/Antares Simulator schemas drafted on\nfeature/submodule_gems_craft (AreaConnectionSchema, PortThermalCapacitySchema,\nHybridPortTypeSchema, HybridLibrarySchema, ThermalComponentSchema,\nThermalCapacityConnectionSchema, HybridSystemSchema) onto the gems_craft/\ngems_runner package sp\n[…]\nrite_yaml_library/write_yaml_system for round-trip\nI/O. LibrarySchema gains a version field. AreaConnectionsSchema/\narea_connections were already present on the base SystemSchema and are\nreused as-is.",
          "is_bot": false,
          "headline": "feat: add gems_craft_hybrid package for hybrid study parsing",
          "author_name": "Claude",
          "author_login": "claude",
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          "headline": "Merge branch 'main' into refacto/splitting_option_two",
          "author_name": "Thomas Bittar",
          "author_login": "tbittar",
          "committed_at": "2026-07-17T14:29:04Z",
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          "oid": "0143a3d06cd71c319857215f11d90330c73daffd",
          "body": "…mes (#247)\n\nColumn names like absolute-time-index or scenario-index are not valid\nPython identifiers, which prevents attribute-style access on the\nresulting DataFrame (e.g. via query() or itertuples()).",
          "is_bot": false,
          "headline": "fix: use underscores instead of hyphens in simulation table column na…",
          "author_name": "Juliette-Gerbaux",
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          "committed_at": "2026-07-13T10:21:21Z",
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          "body": "Extra-output expressions such as `dual(balance) >= unsupplied_cost - 5`\npreviously raised NotImplementedError at post-solve evaluation because\nVectorizedExtraOutputBuilder inherited the base comparison() that\nunconditionally rejects ComparisonNode.\n\nOverride comparison() in the post-solve builder to\n[…]\nvalues.\n\nmin()/max() already worked post-solve; add regression tests covering both\nthe min and comparison extra-output cases. Bump version to 0.1.3.\n\nSolve a bug on extra-outputs when multiple models.",
          "is_bot": false,
          "headline": "fix: extra output comparison  (#240)",
          "author_name": "Antoine Oustry, PhD",
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          "body": "CI was still installing deps without the new `runner` optional-dependency\nextra, so mypy failed resolving gems_runner's linopy/xarray/highspy\nimports. The pytest step also still referenced the old `gems` package\nname for coverage.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01C635KKMQurDjEBS3qXBqpA",
          "is_bot": false,
          "headline": "fix(ci): install runner extra and fix coverage package names",
          "author_name": "Claude",
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          "committed_at": "2026-07-03T16:35:22Z",
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          "body": "Splits the monolithic gems package along a solver-dependency boundary\ninstead of a parsing-vs-everything boundary:\n\n- gems_craft: the resolved domain model (Model, Library, System,\n  Component, PortsConnection), YAML schema/parsing, and the structural\n  half of the expression language (AST, parsing,\n[…]\n full pytest suite passes unchanged\n(541 passed, 6 skipped, 1 xfailed).\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01C635KKMQurDjEBS3qXBqpA",
          "is_bot": false,
          "headline": "refactor: split gems into gems_craft and gems_runner",
          "author_name": "Claude",
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          "body": "…Py Developer Guide [GP-02] (#242)\n\n* docs(agents): add GEMS Developer Guidelines reference to AGENTS.md\n\n* docs(developer-guide): reference central GEMS Developer Guidelines",
          "is_bot": false,
          "headline": "(docs): Add GEMS Developer Guidelines reference to AGENTS.md and Gems…",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
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          "body": "Co-authored-by: Thomas Bittar <thomas.bittar@rte-france.com>",
          "is_bot": false,
          "headline": "Check parameters (#236)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-06-17T16:30:11Z",
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          "body": "* docs: complete AGENTS.md with taxonomy",
          "is_bot": false,
          "headline": "feat/ taxonomy in agents.md (#233)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
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          "body": "* feat/ add operators abs & round (#217)\n\n* Add abs and round unary operators (#216)\n\nTwo new unary operators that mirror the floor/ceil pattern:\n- abs(x): absolute value\n- round(x): banker's rounding (round-half-to-even), matching np.round\n  and Python 3's built-in round.\n\nLike floor/ceil, both ope\n[…]\n: nikolaredstork <nikola.ilic@redstork-solutions.com>\nCo-authored-by: Guillaume_RTEi <165799647+GuillaumeMaistre@users.noreply.github.com>\nCo-authored-by: Dušan <dusan.paripovic@rte-international.com>",
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          "headline": "release: v.0.1.2 (#224)",
          "author_name": "Antoine Oustry, PhD",
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          "committed_at": "2026-06-11T12:11:38Z",
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          "headline": "remove duplicate ci (#222)",
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          "body": "* update links to GEMS repo\n\n* transparent pictures\n\n* fix png image link\n\n* scheme -> schema",
          "is_bot": false,
          "headline": "fix/Update links to GEMS repo (#219)",
          "author_name": "Guillaume_RTEi",
          "author_login": "GuillaumeMaistre",
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          "headline": "Governance Layer",
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          "headline": "merge main in develop",
          "author_name": "OUSTRY Antoine",
          "author_login": "aoustry",
          "committed_at": "2026-06-05T15:49:01Z",
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          "is_bot": false,
          "headline": "Update version to 0.1.1 and document changes in CHANGELOG.md (#213)",
          "author_name": "Dušan",
          "author_login": "dusanparipovic",
          "committed_at": "2026-06-05T14:02:08Z",
          "body_truncated": false,
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        },
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          "oid": "73a005e37a0be9867277c671920648894a514dc3",
          "body": "* Replace nb-scenarios with scenario playlist in scenario-scope (#206)\n\n* Replace nb-scenarios with scenario playlist in scenario-scope\n\nThe scenario-scope config now accepts either an inline include/exclude\ndeclaration (with support for 1-based integer indices and 'a-b' range\nstrings) or a playlist\n[…]\nce MPS\n\n---------\n\nCo-authored-by: Antoine Oustry, PhD <58943406+aoustry@users.noreply.github.com>\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: tbittar <thomas.bittar@rte-france.com>",
          "is_bot": false,
          "headline": "merge develop branch into main  (#212)",
          "author_name": "Dušan",
          "author_login": "dusanparipovic",
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          "is_bot": false,
          "headline": "add issue creation for GemsViewsBuilder repo",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-22T10:21:09Z",
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        },
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          "is_bot": false,
          "headline": "add token for antares legacy converter",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-22T07:09:02Z",
          "body_truncated": false,
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          "is_bot": false,
          "headline": "add notify workflow",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-19T09:28:25Z",
          "body_truncated": false,
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        },
        {
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          "body": "* Equality refacto\n\n* Add and update tests\n\n* Update reference MPS",
          "is_bot": false,
          "headline": "Equality refacto (#209)",
          "author_name": "tbittar",
          "author_login": "tbittar",
          "committed_at": "2026-05-18T16:12:44Z",
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        },
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          "is_bot": false,
          "headline": "fix step 9 in issue templates",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-10T14:02:25Z",
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          "body": null,
          "is_bot": false,
          "headline": "delete changelog file",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-10T11:22:30Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "remove compatibility file from issue templates",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-10T08:49:55Z",
          "body_truncated": false,
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        },
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          "body": "* Replace nb-scenarios with scenario playlist in scenario-scope\n\nThe scenario-scope config now accepts either an inline include/exclude\ndeclaration (with support for 1-based integer indices and 'a-b' range\nstrings) or a playlist-file reference pointing to a flat JSON array of\n1-based integers. Both \n[…]\nond\nplain YAML parsing (relative path resolution and eager scenario_ids\npopulation).\n\nhttps://claude.ai/code/session_01EfjU9tBfdyZ9nZmQFCe5uU\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Replace nb-scenarios with scenario playlist in scenario-scope (#206)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-05-06T07:50:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
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          "body": null,
          "is_bot": false,
          "headline": "exclude compatibility file",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-05T08:03:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e72155bc9cb14cb939c8917836a3458ae301a13",
          "body": null,
          "is_bot": false,
          "headline": "delete unnecessary issue templae",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-04T16:58:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f03d3411b62589d3c2290f22440ecf102572656b",
          "body": null,
          "is_bot": false,
          "headline": "Initial commit",
          "author_name": "nikolaredstork",
          "author_login": "nikolaredstork",
          "committed_at": "2026-05-04T13:46:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2178cfbabc9d6f82af1543ebbbedffadf9d7e42b",
          "body": "* Update version\n\n* Add changelog\n\n* Update version",
          "is_bot": false,
          "headline": "Update version (#203)",
          "author_name": "tbittar",
          "author_login": "tbittar",
          "committed_at": "2026-04-30T16:36:04Z",
          "body_truncated": false,
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        },
        {
          "oid": "a55c7e8302d925e9693c28c9c8f5aed9b8d88121",
          "body": "* test(bounds): add optest4 to verify complex bounds with non-trivial time/scenario-dependent values\n\noptest4 is identical to optest1 except minimum_generation_modulation is set\nto non-zero constant values (0.5/0.3/0.4) for unique_prod/unique_prod2/unique_prod3,\nso the lower-bound expression min(p_m\n[…]\no-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: Seddik Yassine Abdelouadoud <yassine.abdelouadoud@mines-paristech.fr>\nCo-authored-by: YassineAbdelouadoud <yassine.abdelouadoud@gmail.com>",
          "is_bot": false,
          "headline": "Massive refactoring of GemsPy (#200) (#202)",
          "author_name": "tbittar",
          "author_login": "tbittar",
          "committed_at": "2026-04-30T15:54:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b6e863d332bda20860324c669975b5b1617f4982",
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          "is_bot": false,
          "headline": "ci config (#201)",
          "author_name": "tbittar",
          "author_login": "tbittar",
          "committed_at": "2026-04-30T14:56:27Z",
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        },
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          "is_bot": false,
          "headline": "edit pyproject toml 005->006 (#192)",
          "author_name": "Guillaume_RTEi",
          "author_login": "GuillaumeMaistre",
          "committed_at": "2026-04-02T10:55:34Z",
          "body_truncated": false,
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        },
        {
          "oid": "a0dfdc8df17ac61d6ad5f4c00a7de04fabf893cd",
          "body": "…ion (#191)\n\n* fix: expand operators in variable and constraint bounds before evaluation\n\nTimeShiftNode (and other time operators) in bound expressions caused\nNotImplementedError when EvaluationVisitor was called directly.\n\nApply the same expand_operators + linearize_expression pattern already\nused \n[…]\nator in bounds\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>\nCo-authored-by: GuillaumeRTEi <guillaume.maistre@rte-international.com>\nCo-authored-by: tbittar <thomas.bittar@rte-france.com>",
          "is_bot": false,
          "headline": "Enable complex variable bounds expressions, thanks to operator expans…",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-04-02T08:19:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "20021bf581faec38f9a98a92eb88c2bf99c72865",
          "body": "The default `addition` in ExpressionVisitorOperations accumulated results\nwith `res = res + o` in a loop. The flattening `__add__` on ExpressionNode\ncopies the accumulated operand list at each step, giving O(T²) total copy\nwork for a T-term AdditionNode.\n\nOverride `addition` in CopyVisitor to build \n[…]\n cost to O(T).\n\nAdd a regression test that asserts the time ratio between T=10_000 and\nT=1_000 stays below 20 (linear ≈ 10, quadratic ≈ 100).\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: fix O(T²) list copies in CopyVisitor.addition (#189)",
          "author_name": "tbittar",
          "author_login": "tbittar",
          "committed_at": "2026-03-25T09:31:28Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bd319d8779dd4526cd6cd9f5f1117439a0cfc1dc",
          "body": "* fix: implement floor/ceil/max/min visitors in LinearExpressionBuilder\n\nThese operators are valid in a linear expression when all operands are\nconstant. Previously they raised unconditionally; now they evaluate to\na constant result, and only raise ValueError when a non-constant\n(variable-containing\n[…]\nUK\n\n* style: fix line length in visitTimeShiftExpr and visitTimeIndexExpr signatures\n\nhttps://claude.ai/code/session_01So7yDQ3KiPj8oDa4xYnhUK\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Complementary devs for floor, ceil, min, and max operations (#186)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-03-24T21:37:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "158da983766601234e3c5eb89ff76fec53870c00",
          "body": "* docs: add AGENTS.md and agent guidance docs\n\nAdd AGENTS.md with project overview, architecture, commands, and\nconventions for AI coding agents. Add supporting docs under\ndocs/agents/ covering Python conventions and testing strategy.\nInclude .github/copilot-instructions.md pointing to AGENTS.md.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* Rendering\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add AGENTS.md and agent guidance docs (#187)",
          "author_name": "tbittar",
          "author_login": "tbittar",
          "committed_at": "2026-03-24T17:04:42Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "89d77934a17eb197977593463cf1d6dbcd707a70",
          "body": "* Add floor, ceil, max, and min math operators to GemsPy expression AST\n\nThese operators are needed to parse and evaluate GEMS model expressions\nfrom antares_legacy_models.yml, which uses ceil(p/q), max(0, expr), and\nmin(a, b) in variable bounds and constraint expressions for thermal unit\ncommitment\n[…]\nprParser.py and ExprVisitor.py:\nspaces after colons in type hints, one-item-per-line lists, extra\nblank lines between class/function definitions.\n\n\n* style: improve ref to unary and n-ary functions\n\n-",
          "is_bot": false,
          "headline": "feat: add max, min, ceil & floors operators (#180)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-03-23T19:38:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "78abdd3fb366120934d288ad110a97435a34e0ea",
          "body": "* fix: pandas and pydantic deprecations\n\n* fix: lint",
          "is_bot": false,
          "headline": "fix: pandas and pydantic deprecations (#184)",
          "author_name": "Theo Pascoli",
          "author_login": "TheoPascoli",
          "committed_at": "2026-03-23T16:13:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e435d6d4d6a05f33b65f37519468cf16db06b44d",
          "body": "Add CI, PyPI version, Python versions, license, documentation, and\ncode style badges to the README header for quick project health overview.",
          "is_bot": false,
          "headline": "docs: add status and quality badges to README (#183)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-03-20T17:31:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20d556a50dc764499b5b2ce3b4228acdcd6903cd",
          "body": null,
          "is_bot": false,
          "headline": "feat(release): bump version to 0.0.5 in pyproject.toml (#178)",
          "author_name": "Dušan",
          "author_login": "dusanparipovic",
          "committed_at": "2026-03-16T11:05:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89237cf741d9062997050080021110d2e782df84",
          "body": "…(#177)\n\n* feat(parsing): add load_input_system with validation and tests",
          "is_bot": false,
          "headline": "feat(input-system): load input system into memory from provided path …",
          "author_name": "Dušan",
          "author_login": "dusanparipovic",
          "committed_at": "2026-03-16T10:55:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "is_bot": false,
          "headline": "feat(release): update version in pyproject.toml",
          "author_name": "dusanparipovic",
          "author_login": "dusanparipovic",
          "committed_at": "2026-02-13T14:14:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d93924a937d449a51341162d26a703b8483d16d9",
          "body": "…(#174)",
          "is_bot": false,
          "headline": "feat(pypsa -> gems): remove pypsa-> gems converter and related files …",
          "author_name": "dusanparipovic",
          "author_login": "dusanparipovic",
          "committed_at": "2026-02-13T13:09:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b66acc854c316c23bdab55381481da0a8fa77879",
          "body": "…MS-Converter (#173)\n\n* fix(dependencies): remove dependencies from AntaresLegacyModels-to-GEMS-Converter\n- update github workflow file\n- update converters.md",
          "is_bot": false,
          "headline": "fix(dependencies): remove dependencies from AntaresLegacyModels-to-GE…",
          "author_name": "dusanparipovic",
          "author_login": "dusanparipovic",
          "committed_at": "2026-02-10T08:46:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1219a23889645e1315989f787d2b6969606d65db",
          "body": "* Update pyproject.toml\n* Update version in pyproject.toml 0.0.1 -> 0.0.2",
          "is_bot": false,
          "headline": "fix(version): rename version  (#172)",
          "author_name": "dusanparipovic",
          "author_login": "dusanparipovic",
          "committed_at": "2026-02-09T09:29:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ccc69b5b33453345bfe8e4b9fb0fb3ccdf6d5e8",
          "body": "* refactor(AUTHORS.txt): update AUTHORS.txt file\n-  sort names in alphabetical order\n\n* refactor(pyproject.toml): update pyproject.toml\n- prepare for pypi release\n\n* feat(publish.yml): add publish.yml file",
          "is_bot": false,
          "headline": "feat(PyPI): prepare repo for PyPI upload  (#171)",
          "author_name": "dusanparipovic",
          "author_login": "dusanparipovic",
          "committed_at": "2026-02-09T08:34:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ea5f5919f6aeeb9d268e58b3acbf98ab815819a",
          "body": "* Rename Gems to GemsPy and update framework details\n\nUpdated documentation to reflect the correct name and details of the GEMS framework and its interpreters.\n\n* Revise GEMS interpreters section \n\nUpdated the section on GEMS interpreters to include GemsPy and Antares Simulator with improved descrip\n[…]\ning Antares Legacy and PyPSA study cases to GEMS format.\n\n* Update site name in mkdocs configuration\n\n* Clarify GemsPy's purpose in documentation\n\nUpdated description of GemsPy to clarify its purpose.",
          "is_bot": false,
          "headline": "Doc/gems update (#169)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-01-27T17:21:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4bcf5c91789d651b0497a1a5ec9bd41472d2afc7",
          "body": "Updated references to the GEMS framework and GemsPy documentation. Improved clarity and consistency in the README content.",
          "is_bot": false,
          "headline": "Revise README for GEMS and GemsPy references (#167)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-01-26T08:15:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1a0f2d6c6322669f70b1f10e4756caf2cfd52cf9",
          "body": "* model testing\n\n* utils + format\n\n* format",
          "is_bot": false,
          "headline": "Test/legacy sts (#168)",
          "author_name": "Antoine Oustry, PhD",
          "author_login": "aoustry",
          "committed_at": "2026-01-23T14:13:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e201c2ae0be5acf6152123639629eb40c2165e15",
          "body": "* hurdle costs\n\n* hurdle costs\n\n* hurdle costs\n\n* Remove unused import from utils.py\n\nRemoved unused import of 'study' from gems.",
          "is_bot": false,
          "headline": "Tests/legacy link costs (#165)",
          "author_name": "Antoine Oustry, PhD",
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          "headline": "Update README.md (#112)",
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          "headline": "Clarify convert study to input system (#135)",
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          "headline": "First small refacto of converter constructor (#133)",
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          "headline": "Input converter generic refacto (#122)",
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                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "merged_prs": 177,
              "open_issues": 8,
              "closed_issues": 33,
              "issue_closed_ratio": 0.805,
              "closed_unmerged_prs": 40
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "80% of issues closed",
                "points": 37.6,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "177/217 decided PRs merged",
                "points": 31.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 177,
                      "decided": 217
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "followers": 29,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "AntaresSimulatorTeam",
              "public_repos": 34,
              "account_age_days": 2942
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "29 followers of AntaresSimulatorTeam",
                "points": 10.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 29,
                      "login": "AntaresSimulatorTeam"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "34 public repos, account ~8 yr old",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 34
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "gemspy"
              ],
              "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": "9 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 86,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "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": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": "13 out of 13 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "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": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 61,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "13 out of 13 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 13 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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "9 existing vulnerabilities detected",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 113 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 113
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 15,
              "affected_packages": 6,
              "assessed_packages": 113,
              "unassessed_packages": 0,
              "affected_by_severity": "high 4, moderate 2",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 113,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 4
            },
            "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": 65,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.79,
              "agent_instruction_files": [
                ".github/copilot-instructions.md",
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 8913
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/copilot-instructions.md, AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".github/copilot-instructions.md, 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": "79 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 79,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.11,
              "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "11 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 11,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 62773,
              "source_files_sampled": 141,
              "oversized_source_files": 1
            },
            "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": "1/141 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 141,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:gemspy@0.1.3; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T09:56:27.218027Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/AntaresSimulatorTeam/GemsPy.svg",
  "full_name": "AntaresSimulatorTeam/GemsPy",
  "license_state": "standard",
  "license_spdx": "MPL-2.0"
}

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.