Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-15 13:16 UTC

the-omics-os / lobster

The self-evolving agentic framework for bioinformatics

PythonВласна ліцензія★ 42 зірки⑂ 9 форківз серп. 2025 р.Переглянути на GitHub ↗
#agents#bioinformatics#langgraph#transcriptomics#lobster#omics#proteomics

the-omics-os/lobster має індекс здоров’я 60 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (81/100), найнижчий — Security (34/100). Останнє оновлення було 5 днів тому. Більшість нещодавньої роботи виконує один учасник.

60
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

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

60
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

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

Власність

omics-osОрганізація
14 підписників9 публічних репозиторіївз серп. 2025 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIlobster-ai1.1.419-5812 днів томуbioinformaticsrna-seqsingle-cellaimachine-learningdata-analysisgenomics

Метрики за категоріями

Життєздатність

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

80Добрий · 22% загального індексу

Активність розробки

73Добрий
Як обчислюється оцінка
36/36Свіжість push — останній push 5 дн. тому
9/36Ритм комітів — 13/52 тижнів із комітами
18/18Обсяг комітів — 814 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year814
human_commit_share—
days_since_last_push5
active_weeks_last_year13

Дисципліна релізів

90Відмінний
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 56 релізів
36/36Свіжість релізів — останній реліз 12 дн. тому
27/27Ритм релізів — реліз кожні ~7,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count56
latest_release_tagv1.1.419
releases_from_tagsні
days_since_latest_release12
mean_days_between_releases7,6

Спільнота та впровадження

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

48У зоні ризику · 18% загального індексу

Популярність і впровадження

34У зоні ризику
Як обчислюється оцінка
26.2/60Зірки — 42 зірок
7.5/25Форки — 9 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks9
stars42
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Здоров'я спільноти

64Помірний
Як обчислюється оцінка
22.5/22.5README
16.9/22.5Ліцензія — файл ліцензії наявний, не є визнаною ліцензією
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні

Сталість та врядування

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

52Помірний · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

15Критичний
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
0/22.5Розподіл комітів — головний контриб’ютор — автор 100% комітів
2.7/13.5Широта контриб’юторів — 2 контриб’юторів
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Використані вхідні дані
bus_factor1
contributors_sampled2
top_contributor_share0,998

Реактивність на issue та PR

63Помірний
Як обчислюється оцінка
40.1/46.8Вирішення issue — закрито 86% issue
22.9/38.3Прийняття PR — злито 6/10 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs6
open_issues1
closed_issues6
issue_closed_ratio0,857
closed_unmerged_prs4

Власність та опіка

48У зоні ризику
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
8.5/25Охоплення власника — 14 підписників у the-omics-os
9.1/25Послужний список — 9 публічних репозиторіїв, вік облікового запису ~0 р.
Використані вхідні дані
followers14
owner_typeOrganization
is_verified—
owner_loginthe-omics-os
public_repos9
account_age_days336

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 12 дн. тому
20/20Історія версій — 58 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packageslobster-ai
ecosystemspypi
any_deprecatedні
min_days_since_publish12

Інженерна якість

Чи наявні базові інженерні практики та документація?

81Добрий · 20% загального індексу

Інженерні практики

68Помірний
Як обчислюється оцінка
24/24Процеси CI — 6 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://www.lobsterbio.com/
10/10Опис репозиторію
10/10Теми — 7 тем
10/10Wiki
Використані вхідні дані
topicsagents, bioinformatics, langgraph, transcriptomics, lobster, omics, proteomics
has_wikiтак
homepagehttps://www.lobsterbio.com/
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

34У зоні ризику · 16% загального індексу

Стан безпеки

34У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 149 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3,4

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.

49У зоні ризику · 0% загального індексу

Контекст і настанови для агентів

1Критичний
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
0/40Читабельна історія комітів — немає даних
Використані вхідні дані
has_llms_txtні
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.

Цикл верифікації (збірка / тести / перевірка типів)

74Добрий
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — packages/lobster-genomics/lobster/agents/genomics/py.typed, packages/lobster-metabolomics/lobster/agents/metabolomics/py.typed, packages/lobster-metadata/lobster/agents/metadata_assistant/py.typed, packages/lobster-ml/lobster/agents/machine_learning/py.typed, packages/lobster-proteomics/lobster/agents/proteomics/py.typed, packages/lobster-research/lobster/agents/data_expert/py.typed, packages/lobster-research/lobster/agents/research/py.typed, packages/lobster-structural-viz/lobster/agents/py.typed, packages/lobster-transcriptomics/lobster/agents/transcriptomics/py.typed, packages/lobster-visualization/lobster/agents/py.typed
10/10Відтворюване середовище — lockfile
0/10Підтверджена практика роботи з агентами — немає даних
0/8Автоматизоване супроводження — немає даних
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesgo.sum, uv.lock
has_dockerfileні
typed_languageні
bootstrap_filesMakefile
has_devcontainerні
has_linter_configні
typecheck_configspackages/lobster-genomics/lobster/agents/genomics/py.typed, packages/lobster-metabolomics/lobster/agents/metabolomics/py.typed, packages/lobster-metadata/lobster/agents/metadata_assistant/py.typed, packages/lobster-ml/lobster/agents/machine_learning/py.typed, packages/lobster-proteomics/lobster/agents/proteomics/py.typed, packages/lobster-research/lobster/agents/data_expert/py.typed, packages/lobster-research/lobster/agents/research/py.typed, packages/lobster-structural-viz/lobster/agents/py.typed, packages/lobster-transcriptomics/lobster/agents/transcriptomics/py.typed, packages/lobster-visualization/lobster/agents/py.typed
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

80Добрий
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (packages/lobster-genomics/lobster/agents/genomics/py.typed, packages/lobster-metabolomics/lobster/agents/metabolomics/py.typed, packages/lobster-metadata/lobster/agents/metadata_assistant/py.typed, packages/lobster-ml/lobster/agents/machine_learning/py.typed, packages/lobster-proteomics/lobster/agents/proteomics/py.typed, packages/lobster-research/lobster/agents/data_expert/py.typed, packages/lobster-research/lobster/agents/research/py.typed, packages/lobster-structural-viz/lobster/agents/py.typed, packages/lobster-transcriptomics/lobster/agents/transcriptomics/py.typed, packages/lobster-visualization/lobster/agents/py.typed)
52.8/55Керовані розміри файлів — 43/1 061 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes171 948
source_files_sampled1 061
oversized_source_files43

Ключові факти

42зірок GitHub
2контриб'юторів
814комітів за останні 12 місяців
5днів від останнього пушу
56релізів
1бас-фактор
1відкритих issue
Go, PyPIпакетних екосистем

Попередження щодо збору даних

  • Could not fetch go package 'github.com/the-omics-os/lobster-tui' from its registry

Докладніше

OpenSSF Scorecard 3.4 / 10
3.4сукупно

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).Scorecard v5.5.0 · 2026-07-15 13:15 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities149 existing vulnerabilities detected
Прямі залежності 42
РеєстрПакетОбмеження версіїМаніфест
Gocharm.land/bubbles/v2v2.0.0lobster-tui/go.mod
Gocharm.land/bubbletea/v2v2.0.1lobster-tui/go.mod
Gocharm.land/lipgloss/v2v2.0.0lobster-tui/go.mod
Gogithub.com/alecthomas/chroma/v2v2.14.0lobster-tui/go.mod
Gogithub.com/charmbracelet/glamourv0.10.0lobster-tui/go.mod
Gogolang.org/x/termv0.40.0lobster-tui/go.mod
PyPIpandas>=1.5.0pyproject.toml
PyPInumpy>=2.2,<2.5pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIscikit-learn>=1.3.0pyproject.toml
PyPIanndata>=0.9.0pyproject.toml
PyPImudata>=0.2.0pyproject.toml
PyPIh5py>=3.9.0pyproject.toml
PyPIlangchain-core>=0.3.79pyproject.toml
PyPIlanggraph>=1.0.5pyproject.toml
PyPIrich>=12.0.0pyproject.toml
PyPItyper>=0.7.0pyproject.toml
PyPIpython-dotenv>=1.0.0pyproject.toml
PyPIprompt-toolkit>=3.0.52pyproject.toml
PyPIplotly>=5.0.0pyproject.toml
PyPImatplotlib>=3.7.0pyproject.toml
PyPIkaleido>=0.2.0pyproject.toml
PyPIbiopython>=1.81pyproject.toml
PyPIstatsmodels>=0.14.0pyproject.toml
PyPIgseapy>=1.1.0pyproject.toml
PyPIGEOparse—pyproject.toml
PyPIopenpyxl>=3.1.0pyproject.toml
PyPIpyreadr>=0.4.0pyproject.toml
PyPIxmltodict>=0.13.0pyproject.toml
PyPIlxml>=4.9.0pyproject.toml
PyPIrequests>=2.31.0pyproject.toml
PyPIhttpx>=0.27.0pyproject.toml
PyPIcloudscraper>=1.2.71pyproject.toml
PyPIpysradb>=2.5.1pyproject.toml
PyPInbformat>=5.9.0pyproject.toml
PyPIpapermill>=2.4.0pyproject.toml
PyPIjinja2>=3.1pyproject.toml
PyPIpackaging>=25.0pyproject.toml
PyPItabulate>=0.9.0pyproject.toml
PyPItomli_w>=1.0pyproject.toml
PyPIpsutil>=7.0.0pyproject.toml
PyPIlobster-ai-tui~=1.1.0pyproject.toml
Усі залежності 530

Повний розв'язаний набір залежностей із графа залежностей GitHub: 53 прямих і 477 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
Gocharm.land/bubbles/v2v2.0.0пряма
Gocharm.land/bubbletea/v2v2.0.1пряма
Gocharm.land/lipgloss/v2v2.0.0пряма
Gogithub.com/alecthomas/chroma/v2v2.14.0пряма
Gogithub.com/charmbracelet/glamourv0.10.0пряма
Gogolang.org/x/termv0.40.0пряма
PyPIanndata—пряма
PyPIanndata0.12.6пряма
PyPIbiopython—пряма
PyPIbiopython1.86пряма
PyPIcloudscraper1.2.71пряма
PyPIgeoparse2.0.4пряма
PyPIgseapy1.1.11пряма
PyPIh5py—пряма
PyPIh5py3.15.1пряма
PyPIhttpx—пряма
PyPIhttpx0.28.1пряма
PyPIjinja23.1.6пряма
PyPIkaleido1.2.0пряма
PyPIlangchain-core1.2.13пряма
PyPIlanggraph1.0.8пряма
PyPIlobster-ai-tui1.1.420пряма
PyPIlxml6.0.2пряма
PyPImatplotlib3.10.7пряма
PyPImudata0.3.2пряма
PyPInbformat5.10.4пряма
PyPInumpy—пряма
PyPInumpy2.2.6пряма
PyPIopenpyxl3.1.5пряма
PyPIpackaging25.0пряма
PyPIpandas—пряма
PyPIpandas2.3.3пряма
PyPIpapermill2.6.0пряма
PyPIplotly—пряма
PyPIplotly6.5.0пряма
PyPIprompt-toolkit3.0.52пряма
PyPIpsutil7.1.3пряма
PyPIpyreadr0.5.3пряма
PyPIpysradb2.5.1пряма
PyPIpython-dotenv1.2.1пряма
PyPIrequests—пряма
PyPIrequests2.32.5пряма
PyPIrich14.2.0пряма
PyPIscikit-learn—пряма
PyPIscikit-learn1.7.2пряма
PyPIscipy—пряма
PyPIscipy1.16.3пряма
PyPIstatsmodels—пряма
PyPIstatsmodels0.14.5пряма
PyPItabulate0.9.0пряма
PyPItomli-w1.2.0пряма
PyPItyper0.19.2пряма
PyPIxmltodict1.0.2пряма
Gogithub.com/atotto/clipboardv0.1.4непряма
Gogithub.com/aymanbagabas/go-osc52/v2v2.0.1непряма
Gogithub.com/aymerick/douceurv0.2.0непряма
Gogithub.com/charmbracelet/colorprofilev0.4.2непряма
Gogithub.com/charmbracelet/lipglossv1.1.1-0.20250404203927-76690c660834непряма
Gogithub.com/charmbracelet/ultravioletv0.0.0-20260205113103-524a6607adb8непряма
Gogithub.com/charmbracelet/x/ansiv0.11.6непряма
Gogithub.com/charmbracelet/x/cellbufv0.0.15непряма
Gogithub.com/charmbracelet/x/exp/slicev0.0.0-20250327172914-2fdc97757edfнепряма
Gogithub.com/charmbracelet/x/termv0.2.2непряма
Gogithub.com/charmbracelet/x/termiosv0.1.1непряма
Gogithub.com/charmbracelet/x/windowsv0.2.2непряма
Gogithub.com/clipperhouse/displaywidthv0.11.0непряма
Gogithub.com/clipperhouse/uax29/v2v2.7.0непряма
Gogithub.com/dlclark/regexp2v1.11.0непряма
Gogithub.com/gorilla/cssv1.0.1непряма
Gogithub.com/lucasb-eyer/go-colorfulv1.3.0непряма
Gogithub.com/mattn/go-isattyv0.0.20непряма
Gogithub.com/mattn/go-runewidthv0.0.20непряма
Gogithub.com/microcosm-cc/bluemondayv1.0.27непряма
Gogithub.com/muesli/cancelreaderv0.2.2непряма
Gogithub.com/muesli/reflowv0.3.0непряма
Gogithub.com/muesli/termenvv0.16.0непряма
Gogithub.com/rivo/unisegv0.4.7непряма
Gogithub.com/xo/terminfov0.0.0-20220910002029-abceb7e1c41eнепряма
Gogithub.com/yuin/goldmarkv1.7.8непряма
Gogithub.com/yuin/goldmark-emojiv1.0.5непряма
Gogolang.org/x/netv0.33.0непряма
Gogolang.org/x/syncv0.19.0непряма
Gogolang.org/x/sysv0.41.0непряма
Gogolang.org/x/textv0.24.0непряма
PyPIaccelerate1.11.0непряма
PyPIaiohappyeyeballs2.6.1непряма
PyPIaiohttp3.13.2непряма
PyPIaiosignal1.4.0непряма
PyPIannotated-doc0.0.4непряма
PyPIannotated-types0.7.0непряма
PyPIannoy1.17.3непряма
PyPIansicolors1.1.8непряма
PyPIanthropic0.79.0непряма
PyPIantlr4-python3-runtime4.9.3непряма
PyPIanyio4.11.0непряма
PyPIarray-api-compat1.12.0непряма
PyPIastroid4.0.2непряма
PyPIattrs25.4.0непряма
PyPIautograd1.8.0непряма
PyPIautograd-gamma0.5.0непряма
PyPIazure-ai-agents1.2.0b6непряма
PyPIazure-ai-inference1.0.0b9непряма
PyPIazure-ai-projects1.1.0b4непряма
PyPIazure-common1.1.28непряма
PyPIazure-core1.38.1непряма
PyPIazure-core-tracing-opentelemetry1.0.0b12непряма
PyPIazure-cosmos4.14.6непряма
PyPIazure-identity1.25.2непряма
PyPIazure-search-documents11.6.0непряма
PyPIazure-storage-blob12.28.0непряма
PyPIbabel2.17.0непряма
PyPIbackoff2.2.1непряма
PyPIbackrefs6.1непряма
PyPIbandit1.9.1непряма
PyPIbcrypt5.0.0непряма
PyPIbeautifulsoup44.14.2непряма
PyPIbed-reader1.0.6непряма
PyPIblack25.11.0непряма
PyPIblosc23.11.1непряма
PyPIboto31.42.49непряма
PyPIbotocore1.42.49непряма
PyPIbuild1.3.0непряма
PyPIbump2version1.0.1непряма
PyPIbumpversion0.6.0непряма
PyPIcertifi2025.11.12непряма
PyPIcffi2.0.0непряма
PyPIcfgv3.4.0непряма
PyPIcharset-normalizer3.4.4непряма
PyPIchoreographer1.2.1непряма
PyPIchromadb—непряма
PyPIchromadb1.5.2непряма
PyPIclick8.3.1непряма
PyPIcloudpickle3.1.2непряма
PyPIcohere—непряма
PyPIcohere6.1.0непряма
PyPIcolorama0.4.6непряма
PyPIcoloredlogs15.0.1непряма
PyPIcolorlog6.10.1непряма
PyPIcontourpy1.3.3непряма
PyPIcoverage7.12.0непряма
PyPIcrc32c2.8непряма
PyPIcryptography46.0.3непряма
PyPIcycler0.12.1непряма
PyPIcython3.2.1непряма
PyPIcyvcf2—непряма
PyPIcyvcf20.31.4непряма
PyPIdask2026.1.2непряма
PyPIdask-glm0.4.0непряма
PyPIdask-ml2025.1.0непряма
PyPIdill0.4.0непряма
PyPIdistlib0.4.0непряма
PyPIdistributed2026.1.2непряма
PyPIdistro1.9.0непряма
PyPIdocling2.62.0непряма
PyPIdocling-core2.51.1непряма
PyPIdocling-ibm-models3.10.2непряма
PyPIdocling-parse4.7.1непряма
PyPIdocstring-parser0.17.0непряма
PyPIdocutils0.22.3непряма
PyPIdonfig0.8.1.post1непряма
PyPIdurationpy0.10непряма
PyPIentrypoints0.4непряма
PyPIet-xmlfile2.0.0непряма
PyPIexecnet2.1.2непряма
PyPIfactory-boy3.3.3непряма
PyPIfaker38.0.0непряма
PyPIfakeredis2.32.1непряма
PyPIfastapi0.121.2непряма
PyPIfastavro1.12.2непряма
PyPIfastjsonschema2.21.2непряма
PyPIfilelock3.20.0непряма
PyPIfiletype1.2.0непряма
PyPIflake87.3.0непряма
PyPIflatbuffers25.12.19непряма
PyPIfonttools4.60.1непряма
PyPIformulaic1.2.1непряма
PyPIformulaic-contrasts1.0.0непряма
PyPIfreezegun1.5.5непряма
PyPIfrozenlist1.8.0непряма
PyPIfsspec2025.10.0непряма
PyPIftputil5.1.0непряма
PyPIgenebe—непряма
PyPIgenebe0.2.1непряма
PyPIghp-import2.1.0непряма
PyPIgoogle-auth2.48.0непряма
PyPIgoogle-genai1.63.0непряма
PyPIgoogleapis-common-protos1.72.0непряма
PyPIgrimp3.14непряма
PyPIgrpcio1.76.0непряма
PyPIh110.16.0непряма
PyPIharmonypy—непряма
PyPIharmonypy0.2.0непряма
PyPIhf-xet1.2.0непряма
PyPIhttpcore1.0.9непряма
PyPIhttpretty1.1.4непряма
PyPIhttptools0.7.1непряма
PyPIhuggingface-hub0.36.0непряма
PyPIhumanfriendly10.0непряма
PyPIhyperopt—непряма
PyPIid1.5.0непряма
PyPIidentify2.6.15непряма
PyPIidna3.11непряма
PyPIigraph—непряма
PyPIigraph1.0.0непряма
PyPIimageio2.37.2непряма
PyPIimbalanced-learn—непряма
PyPIimport-linter2.10непряма
PyPIimportlib-metadata8.7.0непряма
PyPIimportlib-resources6.5.2непряма
PyPIiniconfig2.3.0непряма
PyPIinterface-meta1.3.0непряма
PyPIinterpret—непряма
PyPIisodate0.7.2непряма
PyPIisort7.0.0непряма
PyPIjaraco-classes3.4.0непряма
PyPIjaraco-context6.0.1непряма
PyPIjaraco-functools4.3.0непряма
PyPIjeepney0.9.0непряма
PyPIjiter0.12.0непряма
PyPIjmespath1.0.1непряма
PyPIjoblib1.5.2непряма
PyPIjsonlines4.0.0непряма
PyPIjsonpatch1.33непряма
PyPIjsonpointer3.0.0непряма
PyPIjsonref1.1.0непряма
PyPIjsonschema4.25.1непряма
PyPIjsonschema-specifications2025.9.1непряма
PyPIjupyter-client8.8.0непряма
PyPIjupyter-core5.9.1непряма
PyPIkeyring25.7.0непряма
PyPIkiwisolver1.4.9непряма
PyPIkubernetes35.0.0непряма
PyPIlangchain1.2.10непряма
PyPIlangchain-anthropic1.3.3непряма
PyPIlangchain-aws1.2.5непряма
PyPIlangchain-azure-ai1.0.3непряма
PyPIlangchain-google-genai4.2.0непряма
PyPIlangchain-ollama0.3.10непряма
PyPIlangchain-openai1.1.9непряма
PyPIlangfuse3.10.0непряма
PyPIlanggraph-checkpoint2.1.2непряма
PyPIlanggraph-prebuilt1.0.7непряма
PyPIlanggraph-sdk0.3.6непряма
PyPIlangsmith0.3.45непряма
PyPIlangsmith0.4.43непряма
PyPIlatex2mathml3.78.1непряма
PyPIlazy-loader0.4непряма
PyPIlegacy-api-wrap1.5непряма
PyPIleidenalg—непряма
PyPIleidenalg0.11.0непряма
PyPIlifelines—непряма
PyPIlifelines0.30.1непряма
PyPIlinkify-it-py2.0.3непряма
PyPIllvmlite0.44.0непряма
PyPIlobster-ai—непряма
PyPIlobster-drug-discovery—непряма
PyPIlobster-drug-discovery1.1.420непряма
PyPIlobster-genomics1.1.420непряма
PyPIlobster-metabolomics1.1.420непряма
PyPIlobster-ml—непряма
PyPIlobster-proteomics1.1.420непряма
PyPIlobster-research1.1.420непряма
PyPIlobster-transcriptomics1.1.420непряма
PyPIlobster-vector—непряма
PyPIlobster-vector1.1.420непряма
PyPIlobster-visualization1.1.420непряма
PyPIlocket1.0.0непряма
PyPIlogistro2.0.1непряма
PyPImarkdown3.10непряма
PyPImarkdown-it-py4.0.0непряма
PyPImarko2.2.1непряма
PyPImarkupsafe3.0.3непряма
PyPImccabe0.7.0непряма
PyPImdit-py-plugins0.5.0непряма
PyPImdurl0.1.2непряма
PyPImeeko—непряма
PyPImeeko0.7.1непряма
PyPImemory-profiler0.61.0непряма
PyPImergedeep1.3.4непряма
PyPImkdocs1.6.1непряма
PyPImkdocs-get-deps0.2.0непряма
PyPImkdocs-material9.7.0непряма
PyPImkdocs-material-extensions1.3.1непряма
PyPImmh35.2.0непряма
PyPImofapy2—непряма
PyPImore-itertools10.8.0непряма
PyPImoto5.1.17непряма
PyPImpire2.10.2непряма
PyPImpmath1.3.0непряма
PyPImsal1.34.0непряма
PyPImsal-extensions1.3.1непряма
PyPImsgpack1.1.2непряма
PyPImultidict6.7.0непряма
PyPImultipledispatch1.0.0непряма
PyPImultiprocess0.70.18непряма
PyPImypy1.18.2непряма
PyPImypy-extensions1.1.0непряма
PyPInarwhals2.12.0непряма
PyPInatsort8.4.0непряма
PyPInbclient0.10.2непряма
PyPIndindex1.10.0непряма
PyPInetworkx—непряма
PyPInetworkx3.5непряма
PyPInh30.3.2непряма
PyPInodeenv1.9.1непряма
PyPInumba0.61.2непряма
PyPInumcodecs0.16.3непряма
PyPInumexpr2.14.1непряма
PyPInvidia-cublas-cu1212.8.4.1непряма
PyPInvidia-cuda-cupti-cu1212.8.90непряма
PyPInvidia-cuda-nvrtc-cu1212.8.93непряма
PyPInvidia-cuda-runtime-cu1212.8.90непряма
PyPInvidia-cudnn-cu129.10.2.21непряма
PyPInvidia-cufft-cu1211.3.3.83непряма
PyPInvidia-cufile-cu121.13.1.3непряма
PyPInvidia-curand-cu1210.3.9.90непряма
PyPInvidia-cusolver-cu1211.7.3.90непряма
PyPInvidia-cusparse-cu1212.5.8.93непряма
PyPInvidia-cusparselt-cu120.7.1непряма
PyPInvidia-nccl-cu122.27.5непряма
PyPInvidia-nvjitlink-cu1212.8.93непряма
PyPInvidia-nvshmem-cu123.3.20непряма
PyPInvidia-nvtx-cu1212.8.90непряма
PyPIoauthlib3.3.1непряма
PyPIobonet—непряма
PyPIobonet1.1.1непряма
PyPIocrmac1.0.0непряма
PyPIollama0.6.1непряма
PyPIomegaconf2.3.0непряма
PyPIonnxruntime1.24.2непряма
PyPIopenai—непряма
PyPIopenai2.8.1непряма
PyPIopencv-python4.11.0.86непряма
PyPIopentelemetry-api1.38.0непряма
PyPIopentelemetry-exporter-otlp-proto-common1.38.0непряма
PyPIopentelemetry-exporter-otlp-proto-grpc1.38.0непряма
PyPIopentelemetry-exporter-otlp-proto-http1.38.0непряма
PyPIopentelemetry-proto1.38.0непряма
PyPIopentelemetry-sdk1.38.0непряма
PyPIopentelemetry-semantic-conventions0.59b0непряма
PyPIorjson3.11.4непряма
PyPIormsgpack1.12.0непряма
PyPIoverrides7.7.0непряма
PyPIpaginate0.5.7непряма
PyPIpartd1.4.2непряма
PyPIpathspec0.12.1непряма
PyPIpatsy1.0.2непряма
PyPIpeptides—непряма
PyPIpeptides0.5.0непряма
PyPIpillow11.3.0непряма
PyPIpip26.0.1непряма
PyPIpipdeptree2.30.0непряма
PyPIplatformdirs4.5.0непряма
PyPIpluggy1.6.0непряма
PyPIpolars1.35.2непряма
PyPIpolars-runtime-321.35.2непряма
PyPIpolyfactory3.0.0непряма
PyPIposthog5.4.0непряма
PyPIpre-commit4.4.0непряма
PyPIpropcache0.4.1непряма
PyPIprotobuf6.33.1непряма
PyPIpy-cpuinfo9.0.0непряма
PyPIpyarrow22.0.0непряма
PyPIpyasn10.6.2непряма
PyPIpyasn1-modules0.4.2непряма
PyPIpybase641.4.3непряма
PyPIpyclipper1.3.0.post6непряма
PyPIpycodestyle2.14.0непряма
PyPIpycparser2.23непряма
PyPIpydantic—непряма
PyPIpydantic2.12.4непряма
PyPIpydantic-core2.41.5непряма
PyPIpydantic-settings2.12.0непряма
PyPIpydeseq2—непряма
PyPIpydeseq20.5.2непряма
PyPIpyflakes3.4.0непряма
PyPIpygments2.19.2непряма
PyPIpyjwt2.11.0непряма
PyPIpylatexenc2.10непряма
PyPIpylint4.0.3непряма
PyPIpymdown-extensions10.17.1непряма
PyPIpymmh30.0.5непряма
PyPIpynndescent0.5.13непряма
PyPIpyobjc-core12.1непряма
PyPIpyobjc-framework-cocoa12.1непряма
PyPIpyobjc-framework-coreml12.1непряма
PyPIpyobjc-framework-quartz12.1непряма
PyPIpyobjc-framework-vision12.1непряма
PyPIpyparsing3.2.5непряма
PyPIpypdfium24.30.0непряма
PyPIpypika0.51.1непряма
PyPIpyproject-hooks1.2.0непряма
PyPIpyreadline33.5.4непряма
PyPIpytest—непряма
PyPIpytest9.0.1непряма
PyPIpytest-asyncio1.3.0непряма
PyPIpytest-benchmark5.2.3непряма
PyPIpytest-cov—непряма
PyPIpytest-cov7.0.0непряма
PyPIpytest-html4.1.1непряма
PyPIpytest-json-report1.5.0непряма
PyPIpytest-metadata3.1.1непряма
PyPIpytest-mock—непряма
PyPIpytest-mock3.15.1непряма
PyPIpytest-timeout2.4.0непряма
PyPIpytest-xdist3.8.0непряма
PyPIpython-dateutil2.9.0.post0непряма
PyPIpython-docx1.2.0непряма
PyPIpython-multipart0.0.20непряма
PyPIpython-pptx1.0.2непряма
PyPIpytokens0.3.0непряма
PyPIpytz2025.2непряма
PyPIpywin32311непряма
PyPIpywin32-ctypes0.2.3непряма
PyPIpyyaml6.0.3непряма
PyPIpyyaml-env-tag1.1непряма
PyPIpyzmq27.1.0непряма
PyPIrapidfuzz—непряма
PyPIrapidocr3.4.2непряма
PyPIrdkit—непряма
PyPIrdkit2025.9.6непряма
PyPIreadme-renderer44.0непряма
PyPIredis7.0.1непряма
PyPIreferencing0.37.0непряма
PyPIregex2025.11.3непряма
PyPIrequests-oauthlib2.0.0непряма
PyPIrequests-toolbelt1.0.0непряма
PyPIresponses0.25.8непряма
PyPIrfc39862.0.0непряма
PyPIrispy0.10.0непряма
PyPIrpds-py0.29.0непряма
PyPIrsa4.9.1непряма
PyPIrtree1.4.1непряма
PyPIruff0.14.5непряма
PyPIs3transfer0.16.0непряма
PyPIsafetensors0.6.2непряма
PyPIscanpy—непряма
PyPIscanpy1.11.5непряма
PyPIscikit-image0.25.2непряма
PyPIscikit-misc—непряма
PyPIscikit-misc0.5.2непряма
PyPIscikit-survival—непряма
PyPIscrublet—непряма
PyPIscrublet0.2.3непряма
PyPIscvi-tools—непряма
PyPIseaborn0.13.2непряма
PyPIsecretstorage3.4.1непряма
PyPIsemchunk2.2.2непряма
PyPIsentence-transformers—непряма
PyPIsentence-transformers5.4.1непряма
PyPIsession-info1.0.1непряма
PyPIsession-info20.2.3непряма
PyPIsetuptools—непряма
PyPIsetuptools80.9.0непряма
PyPIsgkit—непряма
PyPIsgkit0.8.0непряма
PyPIshap—непряма
PyPIshapely2.1.2непряма
PyPIshellingham1.5.4непряма
PyPIsimplejson3.20.2непряма
PyPIsix1.17.0непряма
PyPIsniffio1.3.1непряма
PyPIsortedcontainers2.4.0непряма
PyPIsoupsieve2.8непряма
PyPIsparse0.17.0непряма
PyPIstarlette0.49.3непряма
PyPIstdlib-list0.12.0непряма
PyPIstevedore5.5.0непряма
PyPIsympy1.14.0непряма
PyPItables3.10.2непряма
PyPItblib3.2.2непряма
PyPItenacity9.1.2непряма
PyPItexttable1.7.0непряма
PyPItextual6.7.1непряма
PyPIthreadpoolctl3.6.0непряма
PyPItifffile2025.10.16непряма
PyPItiktoken0.12.0непряма
PyPItinynetrc1.3.1непряма
PyPItokenizers0.22.1непряма
PyPItomlkit0.13.3непряма
PyPItoolz1.1.0непряма
PyPItorch—непряма
PyPItorch2.9.1непряма
PyPItorchvision0.24.1непряма
PyPItornado6.5.2непряма
PyPItqdm4.67.1непряма
PyPItraitlets5.14.3непряма
PyPItransformers—непряма
PyPItransformers4.57.1непряма
PyPItree-sitter0.25.2непряма
PyPItree-sitter-c0.24.1непряма
PyPItree-sitter-java0.23.5непряма
PyPItree-sitter-javascript0.25.0непряма
PyPItree-sitter-python0.25.0непряма
PyPItree-sitter-typescript0.23.2непряма
PyPItriton3.5.1непряма
PyPItwine6.2.0непряма
PyPItypes-requests2.33.0.20260408непряма
PyPItyping-extensions4.15.0непряма
PyPItyping-inspection0.4.2непряма
PyPItzdata2025.2непряма
PyPIuc-micro-py1.0.3непряма
PyPIumap-learn0.5.9.post2непряма
PyPIurllib32.5.0непряма
PyPIuuid-utils0.14.0непряма
PyPIuvicorn0.38.0непряма
PyPIuvloop0.22.1непряма
PyPIvina—непряма
PyPIvina1.2.7непряма
PyPIvirtualenv20.35.4непряма
PyPIwatchdog6.0.0непряма
PyPIwatchfiles1.1.1непряма
PyPIwcwidth0.2.14непряма
PyPIwebsocket-client1.9.0непряма
PyPIwebsockets15.0.1непряма
PyPIwerkzeug3.1.3непряма
PyPIwheel—непряма
PyPIwheel0.46.3непряма
PyPIwrapt1.17.3непряма
PyPIxarray—непряма
PyPIxarray2025.11.0непряма
PyPIxgboost—непряма
PyPIxlsxwriter3.2.9непряма
PyPIxxhash3.6.0непряма
PyPIyarl1.22.0непряма
PyPIzarr3.1.3непряма
PyPIzict3.0.0непряма
PyPIzipp3.23.0непряма
PyPIzstandard0.23.0непряма
PyPIzstandard0.25.0непряма
Звіт у форматі JSON машиночитний
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        },
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          "type": "User",
          "login": "vmihalis",
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          "avatar_url": "https://avatars.githubusercontent.com/u/67660547?u=38f10089309fa3bbb23973ec3b75801dc899a0f2&v=4"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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            "name": "Dependency-Update-Tool",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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              "ecosystems": "pypi",
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            "components": [
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}

Пов’язані записи

Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з the-omics-os/lobster. Читати поруч →

93deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Відмінний88scverse/anndataAnnotated data.Відмінний87scverse/scanpySingle-cell analysis in Python. Scales to >100M cells.Відмінний86langchain-ai/langgraphBuild resilient agents.Відмінний94wandb/wandbThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.Відмінний95scikit-learn/scikit-learnscikit-learn: machine learning in PythonВідмінний

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.