Публічний реєстрПомірний
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-16 03:39 UTC
iowarp / clio-kit
Bringing AI practically to science!
iowarp/clio-kit має індекс здоров’я 67 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (83/100), найнижчий — Security (44/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.
67
загалом / 100Індекс 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.
67
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)
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
IOWarpОрганізація
18 підписників13 публічних репозиторіївз вер. 2024 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація | Теги |
|---|---|---|---|---|---|---|
| PyPI | clio-kit | 2.4.8 | 3 845 | 20 | 0 днів тому | ai-agentshdf5hpcllm-toolsmcpmodel-context-protocolparquetresearch-toolsscientific-computingslurm |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
80
Активність розробки
74Добрий
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 9.7/36 | Ритм комітів — 14/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 583 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 583 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 14 |
Дисципліна релізів
90Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 23 релізів |
| 36/36 | Свіжість релізів — останній реліз 0 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~0,6 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Використані вхідні дані
| releases_count | 23 |
| latest_release_tag | v2.4.8 |
| releases_from_tags | ні |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0,6 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
54
Популярність і впровадження
37У зоні ризику
Як обчислюється оцінка
| 22.4/60 | Зірки — 25 зірок |
| 11.5/25 | Форки — 25 форків |
| 2.7/15 | Спостерігачі — 4 спостерігачів |
Використані вхідні дані
| forks | 25 |
| stars | 25 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
70Добрий
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (BSD-3-Clause) |
| 18/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Впровадження в екосистемі (завантаження)
60Помірний
Як обчислюється оцінка
| 47.8/80 | Щомісячні завантаження — 3 845 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | clio-kit |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3 845 |
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?
67
Стійкість мейнтейнерів (бас-фактор)
64Помірний
Як обчислюється оцінка
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 15.5/22.5 | Розподіл комітів — головний контриб’ютор — автор 31% комітів |
| 13.5/13.5 | Широта контриб’юторів — 24 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 24 |
| top_contributor_share | 0,31 |
Реактивність на issue та PR
62Помірний
Як обчислюється оцінка
| 36.6/46.8 | Вирішення issue — закрито 78% issue |
| 25.6/38.3 | Прийняття PR — злито 142/212 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
Використані вхідні дані
| merged_prs | 142 |
| open_issues | 20 |
| closed_issues | 72 |
| issue_closed_ratio | 0,783 |
| closed_unmerged_prs | 70 |
Власність та опіка
51Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 9.2/25 | Охоплення власника — 18 підписників у iowarp |
| 12/25 | Послужний список — 13 публічних репозиторіїв, вік облікового запису ~1 р. |
Використані вхідні дані
| followers | 18 |
| owner_type | Organization |
| is_verified | — |
| owner_login | iowarp |
| public_repos | 13 |
| account_age_days | 667 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 0 дн. тому |
| 20/20 | Історія версій — 20 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | clio-kit |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 0 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
83
Інженерні практики
88Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 5 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 14/20 | OpenSSF Scorecard: CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
75Добрий
Як обчислюється оцінка
| 30/30 | README |
| 0/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — http://toolkit.iowarp.ai/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 8 тем |
| 10/10 | Wiki |
Використані вхідні дані
| topics | ai4hpc, ai4science, hpc, hpc-ai, mcp, mcp-tools, clio, clio-kit |
| has_wiki | так |
| homepage | http://toolkit.iowarp.ai/ |
| has_readme | так |
| has_docs_dir | ні |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
44
Стан безпеки
44У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 1.8/2.5 | CI-Tests — 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/25 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 5 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 3.8/7.5 | Vulnerabilities — 5 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4,4 |
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.
64
Контекст і настанови для агентів
75Добрий
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — CLAUDE.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 0/40 | Читабельна історія комітів — немає даних |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 18 852 |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — lockfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 0/8 | Автоматизоване супроводження — немає даних |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | uv.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | так |
| 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.
Читабельність коду для моделей
54Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 54.3/55 | Керовані розміри файлів — 6/493 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 122 897 |
| source_files_sampled | 493 |
| oversized_source_files | 6 |
Машиночитні інтерфейси
60Помірний
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 20/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples |
Використані вхідні дані
| example_dirs | examples |
| has_mcp_signal | так |
| api_schema_files | — |
Ключові факти
25зірок GitHub
24контриб'юторів
583комітів за останні 12 місяців
0днів від останнього пушу
23релізів
2бас-фактор
20відкритих issue
npm, PyPIпакетних екосистем
Попередження щодо збору даних
- Could not fetch pypi package 'clio-agentic-search' from its registry
Докладніше
OpenSSF Scorecard 4.4 / 10
4.4сукупно
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 7 | CI-Tests | 14 out of 19 merged PRs checked by a CI test -- score normalized to 7 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/25 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 5 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 5 | Vulnerabilities | 5 existing vulnerabilities detected |
Прямі залежності 13
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | duckdb | >=1.1.0,<2.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | fastapi | >=0.139.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | uvicorn | >=0.30.0,<1.0.0 | clio-agentic-search/pyproject.toml |
| PyPI | tenacity | >=8.2.0,<10.0.0 | clio-agentic-search/pyproject.toml |
| npm | @docusaurus/core | 3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | clio-kit-website/package.json |
| npm | @docusaurus/preset-classic | 3.8.1 | clio-kit-website/package.json |
| npm | @mdx-js/react | ^3.0.0 | clio-kit-website/package.json |
| npm | clsx | ^2.0.0 | clio-kit-website/package.json |
| npm | prism-react-renderer | ^2.3.0 | clio-kit-website/package.json |
| npm | react | ^19.0.0 | clio-kit-website/package.json |
| npm | react-dom | ^19.0.0 | clio-kit-website/package.json |
| PyPI | click | >=8.3.3 | pyproject.toml |
Усі залежності 379
Повний розв'язаний набір залежностей із графа залежностей GitHub: 17 прямих і 362 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| npm | @docusaurus/core | 3.8.1 | пряма |
| npm | @docusaurus/plugin-ideal-image | ^3.8.1 | пряма |
| npm | @docusaurus/preset-classic | 3.8.1 | пряма |
| npm | @mdx-js/react | ^3.0.0 | пряма |
| npm | clsx | ^2.0.0 | пряма |
| npm | prism-react-renderer | ^2.3.0 | пряма |
| npm | react | ^19.0.0 | пряма |
| npm | react-dom | ^19.0.0 | пряма |
| PyPI | click | 8.4.1 | пряма |
| PyPI | click | 8.4.2 | пряма |
| PyPI | duckdb | 1.4.4 | пряма |
| PyPI | fastapi | — | пряма |
| PyPI | fastapi | 0.139.0 | пряма |
| PyPI | tenacity | 9.1.4 | пряма |
| PyPI | uvicorn | 0.41.0 | пряма |
| PyPI | uvicorn | 0.49.0 | пряма |
| PyPI | uvicorn | 0.51.0 | пряма |
| npm | @docusaurus/module-type-aliases | 3.8.1 | непряма |
| npm | @docusaurus/types | 3.8.1 | непряма |
| npm | webpack | 5.99.9 | непряма |
| PyPI | adios-mcp | 1.0.0 | непряма |
| PyPI | adios2 | 2.11.0.1012 | непряма |
| PyPI | affine | 2.4.0 | непряма |
| PyPI | aiofile | 3.11.1 | непряма |
| PyPI | aiofile | 3.9.0 | непряма |
| PyPI | aiofiles | 25.1.0 | непряма |
| PyPI | aiohappyeyeballs | 2.6.1 | непряма |
| PyPI | aiohttp | 3.14.1 | непряма |
| PyPI | aiosignal | 1.4.0 | непряма |
| PyPI | annotated-doc | 0.0.4 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anthropic | — | непряма |
| PyPI | anyio | 4.12.1 | непряма |
| PyPI | anyio | 4.13.0 | непряма |
| PyPI | anyio | 4.14.1 | непряма |
| PyPI | anyio | 4.14.2 | непряма |
| PyPI | arxiv-mcp | 1.0.0 | непряма |
| PyPI | ast-serialize | 0.5.0 | непряма |
| PyPI | ast-serialize | 0.6.0 | непряма |
| PyPI | async-timeout | 5.0.1 | непряма |
| PyPI | asyncio | — | непряма |
| PyPI | attrs | 25.4.0 | непряма |
| PyPI | attrs | 26.1.0 | непряма |
| PyPI | authlib | 1.7.2 | непряма |
| PyPI | backports-asyncio-runner | 1.2.0 | непряма |
| PyPI | backports-tarfile | 1.2.0 | непряма |
| PyPI | beartype | 0.22.9 | непряма |
| PyPI | black | 26.5.1 | непряма |
| PyPI | blosc2 | 4.3.3 | непряма |
| PyPI | blosc2 | 4.8.0 | непряма |
| PyPI | boolean-py | 5.0 | непряма |
| PyPI | build | 1.4.0 | непряма |
| PyPI | cachecontrol | 0.14.4 | непряма |
| PyPI | cachetools | 7.0.1 | непряма |
| PyPI | cachetools | 7.1.4 | непряма |
| PyPI | caio | 0.9.25 | непряма |
| PyPI | certifi | 2026.1.4 | непряма |
| PyPI | certifi | 2026.5.20 | непряма |
| PyPI | certifi | 2026.6.17 | непряма |
| PyPI | cffi | 2.0.0 | непряма |
| PyPI | cffi | 2.1.0 | непряма |
| PyPI | cfgv | 3.5.0 | непряма |
| PyPI | charset-normalizer | 3.4.4 | непряма |
| PyPI | charset-normalizer | 3.4.7 | непряма |
| PyPI | charset-normalizer | 3.4.9 | непряма |
| PyPI | chronolog-mcp | 1.0.0 | непряма |
| PyPI | click-plugins | 1.1.1.2 | непряма |
| PyPI | cligj | 0.7.2 | непряма |
| PyPI | clio-agentic-search | 0.1.0 | непряма |
| PyPI | clio-kit | 2.4.8 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | compression-mcp | 1.0.0 | непряма |
| PyPI | contextily | 1.7.0 | непряма |
| PyPI | contourpy | 1.3.2 | непряма |
| PyPI | contourpy | 1.3.3 | непряма |
| PyPI | coverage | 7.13.4 | непряма |
| PyPI | coverage | 7.14.1 | непряма |
| PyPI | coverage | 7.15.0 | непряма |
| PyPI | cryptography | 49.0.0 | непряма |
| PyPI | cuda-bindings | 12.9.4 | непряма |
| PyPI | cuda-pathfinder | 1.3.4 | непряма |
| PyPI | cycler | 0.12.1 | непряма |
| PyPI | cyclonedx-python-lib | 11.11.0 | непряма |
| PyPI | cyclonedx-python-lib | 11.6.0 | непряма |
| PyPI | cyclopts | 4.16.1 | непряма |
| PyPI | cyclopts | 4.21.0 | непряма |
| PyPI | cyclopts | 4.5.4 | непряма |
| PyPI | darshan-mcp | 1.0.0 | непряма |
| PyPI | defusedxml | 0.7.1 | непряма |
| PyPI | distlib | 0.4.0 | непряма |
| PyPI | distro | 1.9.0 | непряма |
| PyPI | dnspython | 2.8.0 | непряма |
| PyPI | docstring-parser | 0.17.0 | непряма |
| PyPI | docstring-parser | 0.18.0 | непряма |
| PyPI | docutils | 0.22.4 | непряма |
| PyPI | email-validator | 2.3.0 | непряма |
| PyPI | et-xmlfile | 2.0.0 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | fastmcp | — | непряма |
| PyPI | fastmcp | 3.4.2 | непряма |
| PyPI | fastmcp | 3.4.4 | непряма |
| PyPI | fastmcp-slim | 3.4.2 | непряма |
| PyPI | fastmcp-slim | 3.4.4 | непряма |
| PyPI | filelock | 3.24.3 | непряма |
| PyPI | filelock | 3.29.7 | непряма |
| PyPI | fonttools | 4.61.1 | непряма |
| PyPI | fonttools | 4.63.0 | непряма |
| PyPI | frozenlist | 1.8.0 | непряма |
| PyPI | fsspec | 2026.2.0 | непряма |
| PyPI | geo-mcp | 1.0.1 | непряма |
| PyPI | geographiclib | 2.1 | непряма |
| PyPI | geojson-mcp | 1.0.0 | непряма |
| PyPI | geopandas | 1.1.3 | непряма |
| PyPI | geopy | 2.4.1 | непряма |
| PyPI | google-auth | 2.48.0 | непряма |
| PyPI | google-genai | — | непряма |
| PyPI | google-genai | 1.64.0 | непряма |
| PyPI | google-generativeai | — | непряма |
| PyPI | googleapis-common-protos | 1.72.0 | непряма |
| PyPI | griffelib | 2.0.2 | непряма |
| PyPI | griffelib | 2.1.0 | непряма |
| PyPI | grpcio | 1.82.1 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | h2 | 4.3.0 | непряма |
| PyPI | h5py | 3.15.1 | непряма |
| PyPI | hdf5-mcp | 1.0.0 | непряма |
| PyPI | hf-xet | 1.2.0 | непряма |
| PyPI | hnswlib | 0.8.0 | непряма |
| PyPI | hpack | 4.2.0 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx | — | непряма |
| PyPI | httpx | 0.28.1 | непряма |
| PyPI | httpx-sse | 0.4.3 | непряма |
| PyPI | huggingface-hub | 1.4.1 | непряма |
| PyPI | hyperframe | 6.1.0 | непряма |
| PyPI | identify | 2.6.16 | непряма |
| PyPI | idna | 3.18 | непряма |
| PyPI | importlib-metadata | 8.7.1 | непряма |
| PyPI | importlib-metadata | 9.0.0 | непряма |
| PyPI | iniconfig | 2.3.0 | непряма |
| PyPI | isort | 8.0.1 | непряма |
| PyPI | jaraco-classes | 3.4.0 | непряма |
| PyPI | jaraco-context | 6.1.0 | непряма |
| PyPI | jaraco-context | 6.1.2 | непряма |
| PyPI | jaraco-functools | 4.4.0 | непряма |
| PyPI | jaraco-functools | 4.5.0 | непряма |
| PyPI | jaraco-functools | 4.6.0 | непряма |
| PyPI | jarvis-cd | 1.3.5 | непряма |
| PyPI | jarvis-mcp | 3.1.1 | непряма |
| PyPI | jeepney | 0.9.0 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | joblib | 1.5.3 | непряма |
| PyPI | joserfc | 1.7.0 | непряма |
| PyPI | joserfc | 1.7.1 | непряма |
| PyPI | joserfc | 1.7.3 | непряма |
| PyPI | jsonref | 1.1.0 | непряма |
| PyPI | jsonschema | 4.26.0 | непряма |
| PyPI | jsonschema-path | 0.4.1 | непряма |
| PyPI | jsonschema-path | 0.5.0 | непряма |
| PyPI | jsonschema-specifications | 2025.9.1 | непряма |
| PyPI | keyring | 25.7.0 | непряма |
| PyPI | kiwisolver | 1.4.9 | непряма |
| PyPI | kiwisolver | 1.5.0 | непряма |
| PyPI | laspy | 2.7.0 | непряма |
| PyPI | librt | 0.11.0 | непряма |
| PyPI | librt | 0.13.0 | непряма |
| PyPI | librt | 0.8.1 | непряма |
| PyPI | license-expression | 30.4.4 | непряма |
| PyPI | lmod-mcp | 1.0.0 | непряма |
| PyPI | markdown-it-py | 4.0.0 | непряма |
| PyPI | markdown-it-py | 4.2.0 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | matplotlib | 3.10.8 | непряма |
| PyPI | matplotlib | 3.10.9 | непряма |
| PyPI | mcp | — | непряма |
| PyPI | mcp | 1.26.0 | непряма |
| PyPI | mcp | 1.27.2 | непряма |
| PyPI | mcp | 1.28.1 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mercantile | 1.2.1 | непряма |
| PyPI | more-itertools | 10.8.0 | непряма |
| PyPI | more-itertools | 11.1.0 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | msgpack | 1.2.1 | непряма |
| PyPI | multidict | 6.7.1 | непряма |
| PyPI | mypy | 1.19.1 | непряма |
| PyPI | mypy | 2.1.0 | непряма |
| PyPI | mypy | 2.2.0 | непряма |
| PyPI | mypy | 2.3.0 | непряма |
| PyPI | mypy-extensions | 1.1.0 | непряма |
| PyPI | ndindex | 1.10.1 | непряма |
| PyPI | ndp-mcp | 1.0.0 | непряма |
| PyPI | networkx | 3.6.1 | непряма |
| PyPI | node-hardware-mcp | 1.0.0 | непряма |
| PyPI | nodeenv | 1.10.0 | непряма |
| PyPI | numexpr | 2.14.1 | непряма |
| PyPI | numpy | 1.26.4 | непряма |
| PyPI | numpy | 2.2.6 | непряма |
| PyPI | numpy | 2.4.2 | непряма |
| PyPI | numpy | 2.4.6 | непряма |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | непряма |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | непряма |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | непряма |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | непряма |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | непряма |
| PyPI | nvidia-cufft-cu12 | 11.3.3.83 | непряма |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | непряма |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | непряма |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | непряма |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | непряма |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | непряма |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | непряма |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | непряма |
| PyPI | nvidia-nvshmem-cu12 | 3.4.5 | непряма |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | непряма |
| PyPI | ollama | — | непряма |
| PyPI | openai | — | непряма |
| PyPI | openapi-pydantic | 0.5.1 | непряма |
| PyPI | openpyxl | 3.1.5 | непряма |
| PyPI | opentelemetry-api | 1.39.1 | непряма |
| PyPI | opentelemetry-api | 1.42.1 | непряма |
| PyPI | opentelemetry-api | 1.43.0 | непряма |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.39.1 | непряма |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.39.1 | непряма |
| PyPI | opentelemetry-proto | 1.39.1 | непряма |
| PyPI | opentelemetry-sdk | 1.39.1 | непряма |
| PyPI | opentelemetry-semantic-conventions | 0.60b1 | непряма |
| PyPI | packageurl-python | 0.17.6 | непряма |
| PyPI | packaging | 26.0 | непряма |
| PyPI | packaging | 26.2 | непряма |
| PyPI | pandas | — | непряма |
| PyPI | pandas | 2.3.3 | непряма |
| PyPI | pandas | 3.0.1 | непряма |
| PyPI | pandas | 3.0.3 | непряма |
| PyPI | pandas-mcp | 1.0.0 | непряма |
| PyPI | parallel-sort-mcp | 1.0.0 | непряма |
| PyPI | paraview-mcp | 1.0.0 | непряма |
| PyPI | parquet-mcp | 1.0.0 | непряма |
| PyPI | pathable | 0.5.0 | непряма |
| PyPI | pathable | 0.6.0 | непряма |
| PyPI | pathspec | 1.0.4 | непряма |
| PyPI | pathspec | 1.1.1 | непряма |
| PyPI | pillow | 12.3.0 | непряма |
| PyPI | pip | 26.1.2 | непряма |
| PyPI | pip-api | 0.0.34 | непряма |
| PyPI | pip-audit | 2.10.0 | непряма |
| PyPI | pip-audit | 2.10.1 | непряма |
| PyPI | pip-requirements-parser | 32.0.1 | непряма |
| PyPI | platformdirs | 4.10.0 | непряма |
| PyPI | platformdirs | 4.9.2 | непряма |
| PyPI | plot-mcp | 1.0.0 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | podman-compose | 1.6.0 | непряма |
| PyPI | pre-commit | 4.5.1 | непряма |
| PyPI | prometheus-client | 0.24.1 | непряма |
| PyPI | propcache | 0.4.1 | непряма |
| PyPI | protobuf | 6.33.5 | непряма |
| PyPI | psutil | 7.2.2 | непряма |
| PyPI | py-cpuinfo | 9.0.0 | непряма |
| PyPI | py-key-value-aio | 0.4.4 | непряма |
| PyPI | py-key-value-aio | 0.4.5 | непряма |
| PyPI | py-serializable | 2.1.0 | непряма |
| PyPI | pyarrow | 23.0.1 | непряма |
| PyPI | pyarrow | 25.0.0 | непряма |
| PyPI | pyasn1 | 0.6.4 | непряма |
| PyPI | pyasn1-modules | 0.4.2 | непряма |
| PyPI | pycparser | 3.0 | непряма |
| PyPI | pydantic | 2.12.5 | непряма |
| PyPI | pydantic | 2.13.4 | непряма |
| PyPI | pydantic-core | 2.41.5 | непряма |
| PyPI | pydantic-core | 2.46.4 | непряма |
| PyPI | pydantic-settings | 2.14.2 | непряма |
| PyPI | pygments | 2.20.0 | непряма |
| PyPI | pyjwt | 2.13.0 | непряма |
| PyPI | pyogrio | 0.12.1 | непряма |
| PyPI | pyparsing | 3.3.2 | непряма |
| PyPI | pyperclip | 1.11.0 | непряма |
| PyPI | pyproj | 3.7.1 | непряма |
| PyPI | pyproj | 3.7.2 | непряма |
| PyPI | pyproject-hooks | 1.2.0 | непряма |
| PyPI | pytest | 9.0.3 | непряма |
| PyPI | pytest | 9.1.1 | непряма |
| PyPI | pytest-asyncio | — | непряма |
| PyPI | pytest-asyncio | 1.3.0 | непряма |
| PyPI | pytest-asyncio | 1.4.0 | непряма |
| PyPI | pytest-benchmark | 5.2.3 | непряма |
| PyPI | pytest-cov | 7.0.0 | непряма |
| PyPI | pytest-cov | 7.1.0 | непряма |
| PyPI | pytest-httpx | 0.36.0 | непряма |
| PyPI | pytest-timeout | 2.4.0 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | python-dotenv | — | непряма |
| PyPI | python-dotenv | 1.2.2 | непряма |
| PyPI | python-multipart | 0.0.32 | непряма |
| PyPI | pytokens | 0.4.1 | непряма |
| PyPI | pytz | 2025.2 | непряма |
| PyPI | pytz | 2026.2 | непряма |
| PyPI | pywin32 | 311 | непряма |
| PyPI | pywin32 | 312 | непряма |
| PyPI | pywin32-ctypes | 0.2.3 | непряма |
| PyPI | pyyaml | — | непряма |
| PyPI | pyyaml | 6.0.3 | непряма |
| PyPI | rasterio | 1.4.4 | непряма |
| PyPI | rasterio | 1.5.0 | непряма |
| PyPI | referencing | 0.37.0 | непряма |
| PyPI | regex | 2026.2.19 | непряма |
| PyPI | requests | 2.34.2 | непряма |
| PyPI | rich | 14.3.3 | непряма |
| PyPI | rich | 15.0.0 | непряма |
| PyPI | rich-rst | 1.3.2 | непряма |
| PyPI | rich-rst | 2.0.1 | непряма |
| PyPI | rich-rst | 2.1.0 | непряма |
| PyPI | rpds-py | 0.30.0 | непряма |
| PyPI | rpds-py | 2026.5.1 | непряма |
| PyPI | rpds-py | 2026.6.3 | непряма |
| PyPI | rsa | 4.9.1 | непряма |
| PyPI | ruff | 0.15.16 | непряма |
| PyPI | ruff | 0.15.2 | непряма |
| PyPI | ruff | 0.15.21 | непряма |
| PyPI | sac-mcp | 1.0.0 | непряма |
| PyPI | safetensors | 0.7.0 | непряма |
| PyPI | scientific-catalog-mcp | 1.0.0 | непряма |
| PyPI | scikit-learn | 1.8.0 | непряма |
| PyPI | scipy | 1.15.3 | непряма |
| PyPI | scipy | 1.17.0 | непряма |
| PyPI | scipy | 1.17.1 | непряма |
| PyPI | seaborn | 0.13.2 | непряма |
| PyPI | secretstorage | 3.5.0 | непряма |
| PyPI | seismic-mcp | 1.0.0 | непряма |
| PyPI | sentence-transformers | 5.2.3 | непряма |
| PyPI | setuptools | 82.0.0 | непряма |
| PyPI | shapely | 2.1.2 | непряма |
| PyPI | shellingham | 1.5.4 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | slurm-mcp | 1.0.0 | непряма |
| PyPI | sniffio | 1.3.1 | непряма |
| PyPI | sortedcontainers | 2.4.0 | непряма |
| PyPI | spack-mcp | 1.0.0 | непряма |
| PyPI | sse-starlette | 3.2.0 | непряма |
| PyPI | sse-starlette | 3.4.4 | непряма |
| PyPI | sse-starlette | 3.4.5 | непряма |
| PyPI | starlette | 1.3.1 | непряма |
| PyPI | sympy | 1.14.0 | непряма |
| PyPI | tables | 3.10.1 | непряма |
| PyPI | tables | 3.11.1 | непряма |
| PyPI | terrain-mcp | 1.0.0 | непряма |
| PyPI | threadpoolctl | 3.6.0 | непряма |
| PyPI | tokenizers | 0.22.2 | непряма |
| PyPI | tomli | 2.4.0 | непряма |
| PyPI | tomli | 2.4.1 | непряма |
| PyPI | tomli-w | 1.2.0 | непряма |
| PyPI | torch | 2.10.0 | непряма |
| PyPI | tqdm | 4.67.3 | непряма |
| PyPI | transformers | 5.2.0 | непряма |
| PyPI | triton | 3.6.0 | непряма |
| PyPI | typer | 0.24.1 | непряма |
| PyPI | typer-slim | 0.24.0 | непряма |
| PyPI | types-aiofiles | 25.1.0.20251011 | непряма |
| PyPI | types-psutil | 7.2.2.20260518 | непряма |
| PyPI | types-requests | 2.32.4.20260107 | непряма |
| PyPI | typing-extensions | 4.15.0 | непряма |
| PyPI | typing-extensions | 4.16.0 | непряма |
| PyPI | typing-inspection | 0.4.2 | непряма |
| PyPI | tzdata | 2025.3 | непряма |
| PyPI | tzdata | 2026.2 | непряма |
| PyPI | tzdata | 2026.3 | непряма |
| PyPI | uncalled-for | 0.3.2 | непряма |
| PyPI | urllib3 | 2.7.0 | непряма |
| PyPI | virtualenv | 20.38.0 | непряма |
| PyPI | watchfiles | 1.1.1 | непряма |
| PyPI | watchfiles | 1.2.0 | непряма |
| PyPI | websockets | 15.0.1 | непряма |
| PyPI | websockets | 16.0 | непряма |
| PyPI | websockets | 16.1 | непряма |
| PyPI | xlrd | 2.0.2 | непряма |
| PyPI | xyzservices | 2026.3.0 | непряма |
| PyPI | yarl | 1.22.0 | непряма |
| PyPI | zipp | 3.23.0 | непряма |
| PyPI | zipp | 4.1.0 | непряма |
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"ai4hpc",
"ai4science",
"hpc",
"hpc-ai",
"mcp",
"mcp-tools",
"clio",
"clio-kit"
],
"is_fork": false,
"size_kb": 35614,
"has_wiki": true,
"homepage": "http://toolkit.iowarp.ai/",
"languages": {
"C++": 9630,
"CSS": 45465,
"CMake": 1348,
"Shell": 39473,
"Python": 4304961,
"JavaScript": 59489
},
"pushed_at": "2026-07-16T03:26:09Z",
"created_at": "2025-04-30T15:18:57Z",
"owner_type": "Organization",
"updated_at": "2026-07-16T03:25:17Z",
"description": "Bringing AI practically to science!",
"is_archived": false,
"is_disabled": false,
"license_spdx": "BSD-3-Clause",
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "iowarp.ai",
"name": "IOWarp",
"type": "Organization",
"login": "iowarp",
"company": null,
"location": "United States of America",
"followers": 18,
"avatar_url": "https://avatars.githubusercontent.com/u/181774715?v=4",
"created_at": "2024-09-16T17:56:11Z",
"is_verified": null,
"public_repos": 13,
"account_age_days": 667
},
"activity": {
"releases_count": 23,
"commits_last_year": 583,
"latest_release_at": "2026-07-16T03:35:05Z",
"latest_release_tag": "v2.4.8",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 14,
"days_since_latest_release": 0,
"mean_days_between_releases": 0.6
},
"community": {
"has_readme": true,
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"details": [
{
"code": "watchers",
"params": {
"count": 4
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (BSD-3-Clause)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "BSD-3-Clause"
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}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
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},
{
"key": "issue_template",
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"details": [],
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},
{
"key": "pr_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
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"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 60,
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"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 3845
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
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"points": 47.8,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 3845,
"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
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"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
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}
],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 67,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 64,
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"contributors_sampled": 24,
"top_contributor_share": 0.31
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
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"count": 2
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}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
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"points": 15.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 31
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}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
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"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
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"count": 24
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}
],
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 5 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 62,
"inputs": {
"merged_prs": 142,
"open_issues": 20,
"closed_issues": 72,
"issue_closed_ratio": 0.783,
"closed_unmerged_prs": 70
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
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"points": 36.6,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 78
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
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"detail": "142/212 decided PRs merged",
"points": 25.6,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 142,
"decided": 212
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/25 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
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"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 51,
"inputs": {
"followers": 18,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "iowarp",
"public_repos": 13,
"account_age_days": 667
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
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}
],
"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": "18 followers of iowarp",
"points": 9.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 18,
"login": "iowarp"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "13 public repos, account ~1 yr old",
"points": 12,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 13
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},
{
"code": "account_age_years",
"params": {
"years": 1
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"clio-kit"
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"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",
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"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
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"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
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}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "20 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 20
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_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?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 83,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 88,
"inputs": {
"has_ci": true,
"has_tests": true,
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"has_linter_config": true,
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 5
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}
],
"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": "14 out of 19 merged PRs checked by a CI test -- score normalized to 7",
"points": 14,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
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"ai4science",
"hpc",
"hpc-ai",
"mcp",
"mcp-tools",
"clio",
"clio-kit"
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"has_wiki": true,
"homepage": "http://toolkit.iowarp.ai/",
"has_readme": true,
"has_docs_dir": false,
"has_description": true
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "http://toolkit.iowarp.ai/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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{
"key": "topics",
"name": "Topics",
"detail": "8 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 8
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}
],
"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": "at_risk",
"name": "Security",
"value": 44,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 4.4
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"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": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "14 out of 19 merged PRs checked by a CI test -- score normalized to 7",
"points": 1.8,
"status": "partial",
"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": "Found 0/25 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 5 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 2 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 6",
"points": 3,
"status": "partial",
"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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "5 existing vulnerabilities detected",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"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": 64,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 18852
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"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
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}
],
"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": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 60,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
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"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
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"typecheck_configs": [],
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"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"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": [
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"code": "file_list",
"params": {
"files": "lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
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],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
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],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 6",
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"status": "partial",
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]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
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"notes": [],
"value": 54,
"inputs": {
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"source_files_sampled": 493,
"oversized_source_files": 6
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"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"
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "6/493 source files over 60KB",
"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 493,
"oversized": 6
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Could not fetch pypi package 'clio-agentic-search' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-16T03:39:57.888676Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iowarp/clio-kit.svg",
"full_name": "iowarp/clio-kit",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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 статистика — PyPI.