Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-16 00:10 UTC

man-group / arcticdb

ArcticDB is a high performance, serverless DataFrame database built for the Python Data Science ecosystem.

C++ · PythonВласна ліцензія★ 2 424 зірки⑂ 197 форківз лист. 2022 р.Переглянути на GitHub ↗

man-group/arcticdb має індекс здоров’я 83 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (96/100), найнижчий — Security (73/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 5 учасників.

83
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.

83
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

Man GroupОрганізація
783 підписники61 публічний репозиторійз лист. 2013 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIarcticdb6.18.7-1272 дні тому

Метрики за категоріями

Життєздатність

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

96Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
36/36Ритм комітів — 52/52 тижнів із комітами
18/18Обсяг комітів — 510 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year510
human_commit_share
days_since_last_push0
active_weeks_last_year52
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 2 дн. тому
27/27Ритм релізів — реліз кожні ~2,9 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count100
latest_release_tagv6.18.7
releases_from_tagsні
days_since_latest_release2
mean_days_between_releases2,9

Спільнота та впровадження

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

75Добрий · 18% загального індексу
Як обчислюється оцінка
54.9/60Зірки — 2 424 зірок
19.1/25Форки — 197 форків
8.1/15Спостерігачі — 30 спостерігачів
Використані вхідні дані
forks197
stars2 424
watchers30
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
16.9/22.5Ліцензія — файл ліцензії наявний, не є визнаною ліцензією
0/18Настанови CONTRIBUTING
13.5/13.5Кодекс 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_conductтак
has_pull_request_templateтак

Сталість та врядування

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

85Відмінний · 24% загального індексу
Як обчислюється оцінка
45.9/54Бас-фактор — на 5 контриб’ютор(ів) припадає половина всіх комітів
19.6/22.5Розподіл комітів — головний контриб’ютор — автор 13% комітів
13.5/13.5Широта контриб’юторів — 37 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 22 contributing companies or organizations
Використані вхідні дані
bus_factor5
contributors_sampled37
top_contributor_share0,131
Як обчислюється оцінка
34.1/46.8Вирішення issue — закрито 73% issue
30/38.3Прийняття PR — злито 1 732/2 208 вирішених PR
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Використані вхідні дані
merged_prs1 732
open_issues269
closed_issues727
issue_closed_ratio0,73
closed_unmerged_prs476
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
20.8/25Охоплення власника — 783 підписників у man-group
25/25Послужний список — 61 публічних репозиторіїв, вік облікового запису ~12 р.
Використані вхідні дані
followers783
owner_typeOrganization
is_verified
owner_loginman-group
public_repos61
account_age_days4 635

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 2 дн. тому
20/20Історія версій — 127 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesarcticdb
ecosystemspypi
any_deprecatedні
min_days_since_publish2

Інженерна якість

Чи наявні базові інженерні практики та документація?

81Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 28 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — http://arcticdb.io
10/10Опис репозиторію
10/10Теми — 10 тем
10/10Wiki
Використані вхідні дані
topicsbig-data, data, data-analysis, data-science, database, pandas, dataframe, quantitative-analysis, quantitative-finance, quantitative-trading
has_wikiтак
homepagehttp://arcticdb.io
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

73Добрий · 16% загального індексу
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 22 out of 22 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 22 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.2/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 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
5/5SAST — SAST tool is run on all commits
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
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate7,3

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.

79Добрий · 0% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — CLAUDE.md
0/15Машиночитана документація (llms.txt)
0/40Читабельна історія комітів — немає даних
Використані вхідні дані
has_llms_txtні
legible_history_share
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes8 836
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — C++ (статично типізована)
10/10Відтворюване середовище — Dockerfile
0/10Підтверджена практика роботи з агентами — немає даних
0/8Автоматизоване супроводження — немає даних
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileтак
typed_languageтак
bootstrap_filesMakefile
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами, Автоматизоване супроводження. Залишкові ваги перенормовано.
Як обчислюється оцінка
45/45Типізований код — C++ (статично типізована)
53.7/55Керовані розміри файлів — 22/946 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageC++
largest_source_bytes194 914
source_files_sampled946
oversized_source_files22
Як обчислюється оцінка
40/40Схема API (OpenAPI/GraphQL/proto) — cpp/proto/arcticc/pb2/azure_storage.proto, cpp/proto/arcticc/pb2/column_stats.proto, cpp/proto/arcticc/pb2/config.proto, cpp/proto/arcticc/pb2/descriptors.proto, cpp/proto/arcticc/pb2/encoding.proto, cpp/proto/arcticc/pb2/gcp_storage.proto, cpp/proto/arcticc/pb2/in_memory_storage.proto, cpp/proto/arcticc/pb2/lmdb_storage.proto, cpp/proto/arcticc/pb2/logger.proto, cpp/proto/arcticc/pb2/mapped_file_storage.proto, cpp/proto/arcticc/pb2/mongo_storage.proto, cpp/proto/arcticc/pb2/nfs_backed_storage.proto, cpp/proto/arcticc/pb2/s3_storage.proto, cpp/proto/arcticc/pb2/storage.proto, cpp/proto/arcticc/pb2/utils.proto
0/20Сервер MCP
40/40Придатні до запуску приклади — example, notebooks, sample
Використані вхідні дані
example_dirsexample, notebooks, sample
has_mcp_signalні
api_schema_filescpp/proto/arcticc/pb2/azure_storage.proto, cpp/proto/arcticc/pb2/column_stats.proto, cpp/proto/arcticc/pb2/config.proto, cpp/proto/arcticc/pb2/descriptors.proto, cpp/proto/arcticc/pb2/encoding.proto, cpp/proto/arcticc/pb2/gcp_storage.proto, cpp/proto/arcticc/pb2/in_memory_storage.proto, cpp/proto/arcticc/pb2/lmdb_storage.proto, cpp/proto/arcticc/pb2/logger.proto, cpp/proto/arcticc/pb2/mapped_file_storage.proto, cpp/proto/arcticc/pb2/mongo_storage.proto, cpp/proto/arcticc/pb2/nfs_backed_storage.proto, cpp/proto/arcticc/pb2/s3_storage.proto, cpp/proto/arcticc/pb2/storage.proto, cpp/proto/arcticc/pb2/utils.proto

Ключові факти

2 424зірок GitHub
37контриб'юторів
510комітів за останні 12 місяців
0днів від останнього пушу
100релізів
5бас-фактор
269відкритих issue
PyPIпакетних екосистем

Докладніше

OpenSSF Scorecard 7.3 / 10
7.3сукупно

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 · 2026-07-16 00:08 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests22 out of 22 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 22 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 1 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
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5Vulnerabilities5 existing vulnerabilities detected
Прямі залежності 8
РеєстрПакетОбмеження версіїМаніфест
PyPIpandas<3setup.cfg
PyPInumpysetup.cfg
PyPIattrssetup.cfg
PyPIprotobuf>=3.15.0, < 7 # Minimum required for optional supportsetup.cfg
PyPImsgpack>=0.5.0 # msgpack 0.5.0 is required for strict_types argument, needed for correct pickling fallbacksetup.cfg
PyPIpyyamlsetup.cfg
PyPIpackagingsetup.cfg
PyPIpytzsetup.cfg
Усі залежності 53

Повний розв'язаний набір залежностей із графа залежностей GitHub: 15 прямих і 38 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIattrsпряма
PyPIattrs23.1.0пряма
PyPImsgpackпряма
PyPImsgpack1.0.5пряма
PyPInumpyпряма
PyPInumpy1.24.4пряма
PyPIpackagingпряма
PyPIpackaging24.2пряма
PyPIpandasпряма
PyPIpandas2.1.4пряма
PyPIprotobufпряма
PyPIprotobuf4.25.1пряма
PyPIpytzпряма
PyPIpyyamlпряма
PyPIpyyaml6.0.1пряма
PyPIarcticdbнепряма
PyPIarcticdb1.6.2непряма
PyPIarcticdb4.5.1непряма
PyPIarcticdb5.0.0непряма
PyPIarcticdb5.1.2непряма
PyPIarcticdb5.2.4непряма
PyPIarcticdb5.3.4непряма
PyPIarcticdb5.4.1непряма
PyPIarcticdb5.5.1непряма
PyPIarcticdb5.6.0непряма
PyPIarcticdb5.7.0непряма
PyPIarcticdb5.8.0непряма
PyPIarcticdb5.9.3непряма
PyPIarcticdb6.1.1непряма
PyPIazure-identityнепряма
PyPIazure-storage-blobнепряма
PyPIboto3непряма
PyPIcoverageнепряма
PyPIflaskнепряма
PyPIflask-corsнепряма
PyPIfutureнепряма
PyPIhypothesisнепряма
PyPImockнепряма
PyPImotoнепряма
PyPIpolarsнепряма
PyPIprometheus-clientнепряма
PyPIprometheus-client0.21.1непряма
PyPIpsutilнепряма
PyPIpyarrowнепряма
PyPIpymongoнепряма
PyPIpytestнепряма
PyPIpytest-cppнепряма
PyPIpytest-timeoutнепряма
PyPIpytest-xdistнепряма
PyPIretryingнепряма
PyPItrustmeнепряма
PyPIvirtualenvнепряма
PyPIwheelнепряма
Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [
        "big-data",
        "data",
        "data-analysis",
        "data-science",
        "database",
        "pandas",
        "dataframe",
        "quantitative-analysis",
        "quantitative-finance",
        "quantitative-trading"
      ],
      "is_fork": false,
      "size_kb": 247108,
      "has_wiki": true,
      "homepage": "http://arcticdb.io",
      "languages": {
        "C++": 5531167,
        "CMake": 102007,
        "Shell": 12774,
        "Python": 4039085,
        "Makefile": 12237,
        "Dockerfile": 1105
      },
      "pushed_at": "2026-07-15T14:19:20Z",
      "created_at": "2022-11-11T09:09:46Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-15T18:36:38Z",
      "description": "ArcticDB is a high performance, serverless DataFrame database built for the Python Data Science ecosystem.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "master",
      "primary_language": "C++",
      "significant_languages": [
        "C++",
        "Python"
      ]
    },
    "owner": {
      "blog": "http://www.man.com",
      "name": "Man Group",
      "type": "Organization",
      "login": "man-group",
      "company": null,
      "location": "London",
      "followers": 783,
      "avatar_url": "https://avatars.githubusercontent.com/u/5859004?v=4",
      "created_at": "2013-11-05T10:06:53Z",
      "is_verified": null,
      "public_repos": 61,
      "account_age_days": 4635
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 510,
      "latest_release_at": "2026-07-13T15:11:04Z",
      "latest_release_tag": "v6.18.7",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 2,
      "mean_days_between_releases": 2.9
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "arcticdb",
          "exists": true,
          "license": "Business Source License 1.1 (See LICENSE.txt)",
          "keywords": [
            "Operating System :: MacOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Python :: 3",
            "Topic :: Database",
            "Topic :: Database :: Database Engines/Servers"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
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          },
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        ],
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      {
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                "key": "license",
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      {
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                    "code": "top_contributor_share",
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                "key": "contributor_breadth",
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                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "max_points": 10
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          },
          {
            "key": "responsiveness",
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                "key": "issue_resolution",
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                      "share": 73
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "max_points": 15
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          },
          {
            "key": "stewardship",
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              "followers": 783,
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                "key": "ownership_backing",
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
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                "status": "missed",
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              {
                "key": "owner_reach",
                "name": "Owner reach",
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                "max_points": 25
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                "key": "track_record",
                "name": "Track record",
                "detail": "61 public repos, account ~12 yr old",
                "points": 25,
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                    "code": "public_repos",
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                      "count": 61
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                    "code": "account_age_years",
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                "max_points": 25
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          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
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              "ecosystems": "pypi",
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                "key": "published_resolvable",
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                "detail": "1 package(s) on pypi",
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                "key": "not_deprecated",
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                "max_points": 20
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        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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                "key": "ci_workflows",
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                "max_points": 24
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                "key": "tests_present",
                "name": "Tests present",
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              {
                "key": "editorconfig",
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                "key": "documentation_homepage_site",
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        ],
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                "key": "contributors",
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                "key": "dangerous_workflow",
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              {
                "key": "dependency_update_tool",
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              {
                "key": "fuzzing",
                "name": "Fuzzing",
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                "key": "maintained",
                "name": "Maintained",
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                "key": "pinned_dependencies",
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              {
                "key": "sast",
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                "key": "security_policy",
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                "key": "signed_releases",
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                "key": "token_permissions",
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              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "5 existing vulnerabilities detected",
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                "status": "partial",
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "notes": [
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                "code": "jurisdiction_evidence_limits",
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            "value": 100,
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              "meaning": "self-published location evidence; not nationality or citizenship",
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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 v0.11.0 — повна методологія · вікі метрик.

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