Публічний реєстрПомірний
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-15 11:44 UTC
a-r-j / ProteinWorkshop
Benchmarking framework for protein representation learning. Includes a large number of pre-training and downstream task datasets, models and training/task utilities. (ICLR 2024)
a-r-j/ProteinWorkshop має індекс здоров’я 54 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (84/100), найнижчий — Vitality (25/100). Останнє оновлення було 443 дні тому. Більшість нещодавньої роботи виконують 2 учасники.
54
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.
54
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
Arian JamasbОсобистий обліковий запис
238 підписників34 публічні репозиторіїз лист. 2016 р.University of Cambridge
Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація | Теги |
|---|---|---|---|---|---|---|
| PyPI | proteinworkshop | 0.2.5 | - | 7 | 928 днів тому | proteinsdeep-learningdatasetsbenchmarks |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
25
Активність розробки
1Критичний
Як обчислюється оцінка
| 0/36 | Свіжість push — останній push 443 дн. тому |
| 0/36 | Ритм комітів — 0/52 тижнів із комітами |
| 0/18 | Обсяг комітів — 0 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Використані вхідні дані
| commits_last_year | 0 |
| human_commit_share | — |
| days_since_last_push | 443 |
| active_weeks_last_year | 0 |
Дисципліна релізів
60Помірний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 6 релізів |
| 0/36 | Свіжість релізів — останній реліз 928 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~24,6 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 6 |
| latest_release_tag | v0.2.5 |
| releases_from_tags | ні |
| days_since_latest_release | 928 |
| mean_days_between_releases | 24,6 |
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?
52
Популярність і впровадження
54Помірний
Як обчислюється оцінка
| 39.5/60 | Зірки — 275 зірок |
| 11/25 | Форки — 22 форків |
| 3.9/15 | Спостерігачі — 6 спостерігачів |
Використані вхідні дані
| forks | 22 |
| stars | 275 |
| watchers | 6 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
50Помірний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 0/18 | 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 | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
69
Стійкість мейнтейнерів (бас-фактор)
64Помірний
Як обчислюється оцінка
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 14.9/22.5 | Розподіл комітів — головний контриб’ютор — автор 34% комітів |
| 13.5/13.5 | Широта контриб’юторів — 10 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 10 |
| top_contributor_share | 0,339 |
Реактивність на issue та PR
82Добрий
Як обчислюється оцінка
| 36.4/46.8 | Вирішення issue — закрито 78% issue |
| 33.7/38.3 | Прийняття PR — злито 67/76 вирішених PR |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 9/11 approved changesets -- score normalized to 8 |
Використані вхідні дані
| merged_prs | 67 |
| open_issues | 6 |
| closed_issues | 21 |
| issue_closed_ratio | 0,778 |
| closed_unmerged_prs | 9 |
Власність та опіка
63Помірний
Як обчислюється оцінка
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 17.1/25 | Охоплення власника — 238 підписників у a-r-j |
| 23.2/25 | Послужний список — 34 публічних репозиторіїв, вік облікового запису ~9 р. |
Використані вхідні дані
| followers | 238 |
| owner_type | User |
| is_verified | — |
| owner_login | a-r-j |
| public_repos | 34 |
| account_age_days | 3 520 |
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Супровід пакетів
69Помірний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 4/35 | Свіжість публікацій — остання публікація 928 дн. тому |
| 20/20 | Історія версій — 7 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | proteinworkshop |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 928 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
84
Інженерні практики
74Добрий
Як обчислюється оцінка
| 24/24 | Процеси CI — 2 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 11 merged PRs checked by a CI test -- score normalized to 0 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
100Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://proteins.sh/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 8 тем |
| 10/10 | Wiki |
Використані вхідні дані
| topics | benchmark, dataset, deep-learning, lightning, pretraining, protein, protein-structure, pytorch |
| has_wiki | так |
| homepage | https://proteins.sh/ |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
39
Стан безпеки
39У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 11 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 9/11 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 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 — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 161 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3,9 |
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
44
Контекст і настанови для агентів
1Критичний
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 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 | — |
| agent_instruction_max_bytes | — |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — docs/Makefile |
| 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 |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | poetry.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | docs/Makefile |
| 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
55Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 55/55 | Керовані розміри файлів — 0/130 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 42 094 |
| source_files_sampled | 130 |
| oversized_source_files | 0 |
Машиночитні інтерфейси
40У зоні ризику
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — notebooks |
Використані вхідні дані
| example_dirs | notebooks |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
275зірок GitHub
10контриб'юторів
0комітів за останні 12 місяців
443днів від останнього пушу
6релізів
2бас-фактор
6відкритих issue
PyPIпакетних екосистем
Докладніше
OpenSSF Scorecard 3.9 / 10
3.9сукупно
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 11 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 9/11 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| н/д | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 161 existing vulnerabilities detected |
Прямі залежності 32
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | graphein | ^1.7.5 | pyproject.toml |
| PyPI | loguru | ^0.7.0 | pyproject.toml |
| PyPI | fair-esm | ^2.0.0 | pyproject.toml |
| PyPI | hydra-core | ^1.3.2 | pyproject.toml |
| PyPI | biotite | ^0.37.0 | pyproject.toml |
| PyPI | e3nn | ^0.5.1 | pyproject.toml |
| PyPI | einops | ^0.6.1 | pyproject.toml |
| PyPI | beartype | ^0.15.0 | pyproject.toml |
| PyPI | rich | ^13.5.2 | pyproject.toml |
| PyPI | pytdc | ^0.4.1 | pyproject.toml |
| PyPI | wandb | ^0.15.8 | pyproject.toml |
| PyPI | torchmetrics | ^1.2.0 | pyproject.toml |
| PyPI | lovely-tensors | ^0.1.15 | pyproject.toml |
| PyPI | psutil | ^5.9.5 | pyproject.toml |
| PyPI | tqdm | ^4.66.1 | pyproject.toml |
| PyPI | jaxtyping | ^0.2.24 | pyproject.toml |
| PyPI | omegaconf | ^2.3.0 | pyproject.toml |
| PyPI | pytorch-lightning | ^2.0.7 | pyproject.toml |
| PyPI | lightning | ^2.0.7 | pyproject.toml |
| PyPI | python-dotenv | ^1.0.0 | pyproject.toml |
| PyPI | wget | ^3.2 | pyproject.toml |
| PyPI | opt-einsum | ^3.3.0 | pyproject.toml |
| PyPI | torch | ^2.1.2 | pyproject.toml |
| PyPI | pyrootutils | ^1.0.4 | pyproject.toml |
| PyPI | torch-geometric | ^2.4.0 | pyproject.toml |
| PyPI | hydra-colorlog | ^1.2.0 | pyproject.toml |
| PyPI | foldcomp | ^0.0.5 | pyproject.toml |
| PyPI | captum | ^0.6.0 | pyproject.toml |
| PyPI | umap-learn | ^0.5.4 | pyproject.toml |
| PyPI | matplotlib | ^3.7.2 | pyproject.toml |
| PyPI | datashader | ^0.16.0 | pyproject.toml |
| PyPI | holoviews | ^1.18.0 | pyproject.toml |
Усі залежності 240
Повний розв'язаний набір залежностей із графа залежностей GitHub: 31 прямих і 209 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | beartype | 0.15.0 | пряма |
| PyPI | biotite | 0.37.0 | пряма |
| PyPI | captum | 0.6.0 | пряма |
| PyPI | datashader | 0.16.0 | пряма |
| PyPI | e3nn | 0.5.1 | пряма |
| PyPI | einops | 0.6.1 | пряма |
| PyPI | fair-esm | 2.0.0 | пряма |
| PyPI | foldcomp | 0.0.5 | пряма |
| PyPI | graphein | 1.7.6 | пряма |
| PyPI | holoviews | 1.18.3 | пряма |
| PyPI | hydra-colorlog | 1.2.0 | пряма |
| PyPI | hydra-core | 1.3.2 | пряма |
| PyPI | jaxtyping | 0.2.28 | пряма |
| PyPI | lightning | 2.2.1 | пряма |
| PyPI | loguru | 0.7.2 | пряма |
| PyPI | lovely-tensors | 0.1.15 | пряма |
| PyPI | matplotlib | 3.8.3 | пряма |
| PyPI | omegaconf | 2.3.0 | пряма |
| PyPI | opt-einsum | 3.3.0 | пряма |
| PyPI | psutil | 5.9.8 | пряма |
| PyPI | pyrootutils | 1.0.4 | пряма |
| PyPI | pytdc | 0.4.1 | пряма |
| PyPI | python-dotenv | 1.0.1 | пряма |
| PyPI | pytorch-lightning | 2.2.1 | пряма |
| PyPI | rich | 13.7.1 | пряма |
| PyPI | torch-geometric | 2.5.2 | пряма |
| PyPI | torchmetrics | 1.3.2 | пряма |
| PyPI | tqdm | 4.66.2 | пряма |
| PyPI | umap-learn | 0.5.5 | пряма |
| PyPI | wandb | 0.15.12 | пряма |
| PyPI | wget | 3.2 | пряма |
| PyPI | aiohttp | 3.9.3 | непряма |
| PyPI | aiosignal | 1.3.1 | непряма |
| PyPI | alabaster | 0.7.16 | непряма |
| PyPI | antlr4-python3-runtime | 4.9.3 | непряма |
| PyPI | anyio | 4.3.0 | непряма |
| PyPI | appdirs | 1.4.4 | непряма |
| PyPI | asttokens | 2.4.1 | непряма |
| PyPI | async-timeout | 4.0.3 | непряма |
| PyPI | attrs | 23.2.0 | непряма |
| PyPI | babel | 2.14.0 | непряма |
| PyPI | beautifulsoup4 | 4.12.3 | непряма |
| PyPI | biopandas | 0.5.1.dev0 | непряма |
| PyPI | biopython | 1.83 | непряма |
| PyPI | bioservices | 1.11.2 | непряма |
| PyPI | black | 23.12.1 | непряма |
| PyPI | bleach | 6.1.0 | непряма |
| PyPI | bokeh | 3.3.4 | непряма |
| PyPI | cattrs | 23.2.3 | непряма |
| PyPI | certifi | 2024.2.2 | непряма |
| PyPI | cffi | 1.16.0 | непряма |
| PyPI | cfgv | 3.4.0 | непряма |
| PyPI | charset-normalizer | 3.3.2 | непряма |
| PyPI | click | 8.1.7 | непряма |
| PyPI | cloudpickle | 3.0.0 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | colorcet | 3.1.0 | непряма |
| PyPI | colorlog | 6.8.2 | непряма |
| PyPI | contourpy | 1.2.0 | непряма |
| PyPI | cycler | 0.12.1 | непряма |
| PyPI | dask | 2024.3.1 | непряма |
| PyPI | dataclasses | 0.6 | непряма |
| PyPI | decorator | 5.1.1 | непряма |
| PyPI | deepdiff | 6.7.1 | непряма |
| PyPI | defusedxml | 0.7.1 | непряма |
| PyPI | distlib | 0.3.8 | непряма |
| PyPI | docker-pycreds | 0.4.0 | непряма |
| PyPI | docutils | 0.20.1 | непряма |
| PyPI | easydev | 0.13.1 | непряма |
| PyPI | emoji | 2.11.0 | непряма |
| PyPI | entrypoints | 0.4 | непряма |
| PyPI | exceptiongroup | 1.2.0 | непряма |
| PyPI | executing | 2.0.1 | непряма |
| PyPI | fastcore | 1.5.29 | непряма |
| PyPI | fastjsonschema | 2.19.1 | непряма |
| PyPI | filelock | 3.13.3 | непряма |
| PyPI | fonttools | 4.50.0 | непряма |
| PyPI | frozenlist | 1.4.1 | непряма |
| PyPI | fsspec | 2024.3.1 | непряма |
| PyPI | furo | 2023.9.10 | непряма |
| PyPI | fuzzywuzzy | 0.18.0 | непряма |
| PyPI | gevent | 24.2.1 | непряма |
| PyPI | gitdb | 4.0.11 | непряма |
| PyPI | gitpython | 3.1.42 | непряма |
| PyPI | greenlet | 3.0.3 | непряма |
| PyPI | grequests | 0.7.0 | непряма |
| PyPI | h11 | 0.14.0 | непряма |
| PyPI | httpcore | 1.0.4 | непряма |
| PyPI | httpx | 0.27.0 | непряма |
| PyPI | huggingface-hub | 0.22.1 | непряма |
| PyPI | identify | 2.5.35 | непряма |
| PyPI | idna | 3.6 | непряма |
| PyPI | imagesize | 1.4.1 | непряма |
| PyPI | importlib-metadata | 7.1.0 | непряма |
| PyPI | importlib-resources | 6.4.0 | непряма |
| PyPI | iniconfig | 2.0.0 | непряма |
| PyPI | ipython | 8.18.1 | непряма |
| PyPI | isort | 5.13.2 | непряма |
| PyPI | jedi | 0.19.1 | непряма |
| PyPI | jinja2 | 3.1.3 | непряма |
| PyPI | joblib | 1.3.2 | непряма |
| PyPI | jsonschema | 4.21.1 | непряма |
| PyPI | jsonschema-specifications | 2023.12.1 | непряма |
| PyPI | jupyter-client | 8.6.1 | непряма |
| PyPI | jupyter-core | 5.7.2 | непряма |
| PyPI | jupyterlab-pygments | 0.3.0 | непряма |
| PyPI | kiwisolver | 1.4.5 | непряма |
| PyPI | lightning-utilities | 0.11.1 | непряма |
| PyPI | line-profiler | 4.1.2 | непряма |
| PyPI | linkify-it-py | 2.0.3 | непряма |
| PyPI | llvmlite | 0.42.0 | непряма |
| PyPI | locket | 1.0.0 | непряма |
| PyPI | looseversion | 1.1.2 | непряма |
| PyPI | lovely-numpy | 0.2.11 | непряма |
| PyPI | lxml | 5.1.0 | непряма |
| PyPI | m2r2 | 0.3.3.post2 | непряма |
| PyPI | markdown | 3.6 | непряма |
| PyPI | markdown-it-py | 3.0.0 | непряма |
| PyPI | markupsafe | 2.1.5 | непряма |
| PyPI | matplotlib-inline | 0.1.6 | непряма |
| PyPI | mdit-py-plugins | 0.4.0 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mistune | 0.8.4 | непряма |
| PyPI | mmtf-python | 1.1.3 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | msgpack | 1.0.8 | непряма |
| PyPI | multidict | 6.0.5 | непряма |
| PyPI | multipledispatch | 1.0.0 | непряма |
| PyPI | mypy-extensions | 1.0.0 | непряма |
| PyPI | nbclient | 0.10.0 | непряма |
| PyPI | nbconvert | 6.5.4 | непряма |
| PyPI | nbformat | 5.10.3 | непряма |
| PyPI | nbsphinx | 0.9.3 | непряма |
| PyPI | nbsphinx-link | 1.3.0 | непряма |
| PyPI | nbstripout | 0.6.2 | непряма |
| PyPI | networkx | 3.2.1 | непряма |
| PyPI | nodeenv | 1.8.0 | непряма |
| PyPI | numba | 0.59.1 | непряма |
| PyPI | numpy | 1.23.5 | непряма |
| PyPI | opt-einsum-fx | 0.1.4 | непряма |
| PyPI | ordered-set | 4.1.0 | непряма |
| PyPI | packaging | 24.0 | непряма |
| PyPI | pandas | 1.5.3 | непряма |
| PyPI | pandoc | 2.3 | непряма |
| PyPI | pandocfilters | 1.5.1 | непряма |
| PyPI | panel | 1.3.8 | непряма |
| PyPI | param | 2.1.0 | непряма |
| PyPI | parso | 0.8.3 | непряма |
| PyPI | partd | 1.4.1 | непряма |
| PyPI | pastel | 0.2.1 | непряма |
| PyPI | pathspec | 0.12.1 | непряма |
| PyPI | pathtools | 0.1.2 | непряма |
| PyPI | pexpect | 4.9.0 | непряма |
| PyPI | pillow | 10.2.0 | непряма |
| PyPI | pip | 24.0 | непряма |
| PyPI | platformdirs | 4.2.0 | непряма |
| PyPI | plotly | 5.20.0 | непряма |
| PyPI | pluggy | 1.4.0 | непряма |
| PyPI | plumbum | 1.8.2 | непряма |
| PyPI | ply | 3.11 | непряма |
| PyPI | poethepoet | 0.22.1 | непряма |
| PyPI | pre-commit | 3.7.0 | непряма |
| PyPI | prompt-toolkit | 3.0.43 | непряма |
| PyPI | protobuf | 4.25.3 | непряма |
| PyPI | ptyprocess | 0.7.0 | непряма |
| PyPI | pure-eval | 0.2.2 | непряма |
| PyPI | pycparser | 2.21 | непряма |
| PyPI | pyct | 0.5.0 | непряма |
| PyPI | pydantic | 1.10.14 | непряма |
| PyPI | pydocstyle | 6.3.0 | непряма |
| PyPI | pygments | 2.17.2 | непряма |
| PyPI | pynndescent | 0.5.11 | непряма |
| PyPI | pyparsing | 3.1.2 | непряма |
| PyPI | pytest | 8.1.1 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | pytz | 2024.1 | непряма |
| PyPI | pyviz-comms | 3.0.2 | непряма |
| PyPI | pywin32 | 306 | непряма |
| PyPI | pyyaml | 6.0.1 | непряма |
| PyPI | pyzmq | 25.1.2 | непряма |
| PyPI | rdkit-pypi | 2022.9.5 | непряма |
| PyPI | referencing | 0.34.0 | непряма |
| PyPI | requests | 2.31.0 | непряма |
| PyPI | requests-cache | 1.2.0 | непряма |
| PyPI | rich-click | 1.7.4 | непряма |
| PyPI | rpds-py | 0.18.0 | непряма |
| PyPI | ruff | 0.1.15 | непряма |
| PyPI | scikit-learn | 1.4.1.post1 | непряма |
| PyPI | scipy | 1.12.0 | непряма |
| PyPI | seaborn | 0.13.2 | непряма |
| PyPI | sentry-sdk | 1.43.0 | непряма |
| PyPI | setproctitle | 1.3.3 | непряма |
| PyPI | setuptools | 69.2.0 | непряма |
| PyPI | six | 1.16.0 | непряма |
| PyPI | smmap | 5.0.1 | непряма |
| PyPI | sniffio | 1.3.1 | непряма |
| PyPI | snowballstemmer | 2.2.0 | непряма |
| PyPI | soupsieve | 2.5 | непряма |
| PyPI | sphinx | 7.2.6 | непряма |
| PyPI | sphinx-basic-ng | 1.0.0b2 | непряма |
| PyPI | sphinx-codeautolink | 0.15.0 | непряма |
| PyPI | sphinx-copybutton | 0.5.2 | непряма |
| PyPI | sphinx-inline-tabs | 2023.4.21 | непряма |
| PyPI | sphinxcontrib-applehelp | 1.0.8 | непряма |
| PyPI | sphinxcontrib-devhelp | 1.0.6 | непряма |
| PyPI | sphinxcontrib-gtagjs | 0.2.1 | непряма |
| PyPI | sphinxcontrib-htmlhelp | 2.0.5 | непряма |
| PyPI | sphinxcontrib-jquery | 4.1 | непряма |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | непряма |
| PyPI | sphinxcontrib-qthelp | 1.0.7 | непряма |
| PyPI | sphinxcontrib-serializinghtml | 1.1.10 | непряма |
| PyPI | sphinxext-opengraph | 0.8.2 | непряма |
| PyPI | stack-data | 0.6.3 | непряма |
| PyPI | suds-community | 1.1.2 | непряма |
| PyPI | sympy | 1.12 | непряма |
| PyPI | tenacity | 8.2.3 | непряма |
| PyPI | threadpoolctl | 3.4.0 | непряма |
| PyPI | tinycss2 | 1.2.1 | непряма |
| PyPI | tomli | 2.0.1 | непряма |
| PyPI | toolz | 0.12.1 | непряма |
| PyPI | tornado | 6.4 | непряма |
| PyPI | traitlets | 5.14.2 | непряма |
| PyPI | typeguard | 2.13.3 | непряма |
| PyPI | typing-extensions | 4.5.0 | непряма |
| PyPI | uc-micro-py | 1.0.3 | непряма |
| PyPI | url-normalize | 1.4.3 | непряма |
| PyPI | urllib3 | 2.2.1 | непряма |
| PyPI | virtualenv | 20.25.1 | непряма |
| PyPI | watermark | 2.4.3 | непряма |
| PyPI | wcwidth | 0.2.13 | непряма |
| PyPI | webencodings | 0.5.1 | непряма |
| PyPI | win32-setctime | 1.1.0 | непряма |
| PyPI | wrapt | 1.16.0 | непряма |
| PyPI | xarray | 2024.2.0 | непряма |
| PyPI | xmltodict | 0.13.0 | непряма |
| PyPI | xyzservices | 2023.10.1 | непряма |
| PyPI | yarl | 1.9.4 | непряма |
| PyPI | zipp | 3.18.1 | непряма |
| PyPI | zope-event | 5.0 | непряма |
| PyPI | zope-interface | 6.2 | непряма |
Звіт у форматі JSON машиночитний
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{
"key": "issue_template",
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"detail": null,
"points": 0,
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},
{
"key": "pr_template",
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],
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},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
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"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
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"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
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"inputs": {
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
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}
],
"max_points": 54
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{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 34% of commits",
"points": 14.9,
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{
"code": "top_contributor_share",
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "10 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
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"count": 10
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}
],
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 8 contributing companies or organizations",
"points": 10,
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"details": [],
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}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"merged_prs": 67,
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"issue_closed_ratio": 0.778,
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"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "78% of issues closed",
"points": 36.4,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 78
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "67/76 decided PRs merged",
"points": 33.7,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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"detail": "Found 9/11 approved changesets -- score normalized to 8",
"points": 12,
"status": "partial",
"details": [],
"max_points": 15
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]
},
{
"key": "stewardship",
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"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 63,
"inputs": {
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"owner_login": "a-r-j",
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"components": [
{
"key": "ownership_backing",
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"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
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],
"max_points": 20
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{
"key": "owner_reach",
"name": "Owner reach",
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"points": 17.1,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 238,
"login": "a-r-j"
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}
],
"max_points": 25
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{
"key": "track_record",
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"points": 23.2,
"status": "partial",
"details": [
{
"code": "public_repos",
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"count": 34
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},
{
"code": "account_age_years",
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}
],
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]
},
{
"key": "package_maintenance",
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"name": "Package maintenance",
"note": null,
"notes": [],
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"inputs": {
"packages": [
"proteinworkshop"
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"components": [
{
"key": "published_resolvable",
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"status": "met",
"details": [
{
"code": "packages_published",
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"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
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{
"key": "publish_recency",
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"points": 4,
"status": "partial",
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{
"code": "publish_recency",
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{
"key": "version_history",
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{
"code": "published_versions",
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}
],
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{
"key": "not_deprecated",
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{
"code": "package_not_deprecated",
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}
],
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},
{
"key": "engineering",
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"name": "Engineering Quality",
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"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"name": "Engineering practices",
"note": null,
"notes": [],
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"inputs": {
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"has_tests": true,
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"has_linter_config": true,
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"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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}
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{
"key": "tests_present",
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"detail": null,
"points": 24,
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"details": [],
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{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
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"details": [],
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{
"key": "pre_commit_hooks",
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{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
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{
"key": "openssf_scorecard_ci_tests",
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"detail": "0 out of 11 merged PRs checked by a CI test -- score normalized to 0",
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"status": "missed",
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"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"deep-learning",
"lightning",
"pretraining",
"protein",
"protein-structure",
"pytorch"
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"has_wiki": true,
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"has_docs_dir": true,
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"components": [
{
"key": "readme",
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"detail": null,
"points": 30,
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"details": [],
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{
"key": "documentation_directory",
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"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
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"points": 15,
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{
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{
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{
"key": "wiki",
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"points": 10,
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"details": [],
"max_points": 10
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]
}
],
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{
"key": "security",
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"key": "security_posture",
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"components": [
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{
"code": "weights_renormalized",
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"value": 39,
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{
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{
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{
"key": "cii_best_practices",
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"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
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{
"key": "code_review",
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{
"key": "contributors",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
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{
"key": "dangerous_workflow",
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"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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{
"key": "dependency_update_tool",
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"points": 7.5,
"status": "met",
"details": [],
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{
"key": "fuzzing",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "license",
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"points": 2.5,
"status": "met",
"details": [],
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{
"key": "maintained",
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"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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{
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"points": 0,
"status": "excluded",
"details": [
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"max_points": 5
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{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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{
"key": "security_policy",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
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{
"key": "signed_releases",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 7.5
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{
"key": "token_permissions",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "161 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"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": [
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"Iran",
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"review_only_matches": 0,
"assessed_self_published_locations": 9
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"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",
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}
],
"max_points": 100
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 44,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 1,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
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"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
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}
],
"max_points": 45
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{
"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",
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"points": 0,
"status": "excluded",
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"code": "no_data",
"params": {}
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],
"max_points": 40
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]
},
{
"key": "ai_verify_loop",
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"notes": [
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"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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"components": [
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"key": "one_command_bootstrap",
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"points": 18,
"status": "met",
"details": [
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"code": "file_list",
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{
"key": "lint_format_config",
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"points": 11,
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{
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"points": 0,
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{
"key": "runnable_examples",
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"generated_at": "2026-07-15T11:44:55.281007Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/a-r-j/ProteinWorkshop.svg",
"full_name": "a-r-j/ProteinWorkshop",
"license_state": "standard",
"license_spdx": "MIT"
}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.