Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.12.0 · метрики 1.13.0 · 2026-07-17 21:20 UTC
gepa-ai / gepa
Optimize prompts, code, and more with AI-powered Reflective Optimization
gepa-ai/gepa має індекс здоров’я 77 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (96/100), найнижчий — Security (53/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
77
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.
77
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
GEPAОрганізація
73 підписники6 публічних репозиторіївз серп. 2025 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 |
|---|---|---|---|---|---|
| PyPI | gepa | 0.1.4 | 6 064 941 | 36 | 2 дні тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
96
Активність розробки
94Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 29.8/36 | Ритм комітів — 43/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 814 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 814 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 43 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 45 релізів |
| 36/36 | Свіжість релізів — останній реліз 2 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~22,1 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 45 |
| latest_release_tag | v0.1.4 |
| releases_from_tags | ні |
| days_since_latest_release | 2 |
| mean_days_between_releases | 22,1 |
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?
86
Популярність і впровадження
90Відмінний
Як обчислюється оцінка
| 60/60 | Зірки — 5 677 зірок |
| 22.2/25 | Форки — 468 форків |
| 7.5/15 | Спостерігачі — 23 спостерігачів |
Використані вхідні дані
| forks | 468 |
| stars | 5 677 |
| watchers | 23 |
| 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 (MIT) |
| 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)
100Відмінний
Як обчислюється оцінка
| 80/80 | Щомісячні завантаження — 6 064 941 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | gepa |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6 064 941 |
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?
59
Стійкість мейнтейнерів (бас-фактор)
42У зоні ризику
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 9.1/22.5 | Розподіл комітів — головний контриб’ютор — автор 59% комітів |
| 13.5/13.5 | Широта контриб’юторів — 40 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 40 |
| top_contributor_share | 0,594 |
Реактивність на issue та PR
55Помірний
Як обчислюється оцінка
| 20.2/46.8 | Вирішення issue — закрито 43% issue |
| 33.5/38.3 | Прийняття PR — злито 203/232 вирішених PR |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 5/30 approved changesets -- score normalized to 1 |
Використані вхідні дані
| merged_prs | 203 |
| open_issues | 68 |
| closed_issues | 52 |
| issue_closed_ratio | 0,433 |
| closed_unmerged_prs | 29 |
Власність та опіка
51Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 13.4/25 | Охоплення власника — 73 підписників у gepa-ai |
| 8/25 | Послужний список — 6 публічних репозиторіїв, вік облікового запису ~0 р. |
Використані вхідні дані
| followers | 73 |
| owner_type | Organization |
| is_verified | — |
| owner_login | gepa-ai |
| public_repos | 6 |
| account_age_days | 346 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 2 дн. тому |
| 20/20 | Історія версій — 36 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | gepa |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 2 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
88
Інженерні практики
94Відмінний
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 |
| 20/20 | OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
80Добрий
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://gepa-ai.github.io/gepa/ |
| 10/10 | Опис репозиторію |
| 0/10 | Теми |
| 0/10 | Wiki |
Використані вхідні дані
| topics | — |
| has_wiki | ні |
| homepage | https://gepa-ai.github.io/gepa/ |
| 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?
53
Стан безпеки
53Помірний
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 |
| 2.5/2.5 | CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 5/30 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 7 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 |
| 7.5/7.5 | Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 4/5 | SAST — SAST tool is not run on all commits -- score normalized to 8 |
| 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 — 96 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5,3 |
Виключено з оцінювання (немає даних або не застосовно): 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.
67
Контекст і настанови для агентів
75Добрий
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — AGENTS.md, 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 | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 1 076 |
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 |
| 11/11 | Статична перевірка типів — pyrightconfig.json, src/gepa/py.typed |
| 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 | uv.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | pyrightconfig.json, src/gepa/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
81Добрий
Як обчислюється оцінка
| 27/45 | Типізований код — Jupyter Notebook з конфігурацією перевірки типів (pyrightconfig.json, src/gepa/py.typed) |
| 54.4/55 | Керовані розміри файлів — 2/197 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Jupyter Notebook |
| largest_source_bytes | 143 180 |
| source_files_sampled | 197 |
| oversized_source_files | 2 |
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 — examples, notebooks |
Використані вхідні дані
| example_dirs | examples, notebooks |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
5 677зірок GitHub
40контриб'юторів
814комітів за останні 12 місяців
0днів від останнього пушу
45релізів
1бас-фактор
68відкритих issue
PyPIпакетних екосистем
Докладніше
OpenSSF Scorecard 5.3 / 10
5.3сукупно
Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 5/30 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 7 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 |
| 10 | Maintained | 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 8 | SAST | SAST tool is not run on all commits -- score normalized to 8 |
| 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 | 96 existing vulnerabilities detected |
Усі залежності 242
Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 242 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | aiohappyeyeballs | 2.6.1 | непряма |
| PyPI | aiohttp | 3.12.15 | непряма |
| PyPI | aiosignal | 1.4.0 | непряма |
| PyPI | alembic | 1.16.5 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anyio | 4.10.0 | непряма |
| PyPI | async-timeout | 5.0.1 | непряма |
| PyPI | attrs | 25.3.0 | непряма |
| PyPI | backports-tarfile | 1.2.0 | непряма |
| PyPI | beautifulsoup4 | 4.13.5 | непряма |
| PyPI | blinker | 1.9.0 | непряма |
| PyPI | build | 1.3.0 | непряма |
| PyPI | cachetools | 5.5.2 | непряма |
| PyPI | certifi | 2025.8.3 | непряма |
| PyPI | cffi | 1.17.1 | непряма |
| PyPI | cfgv | 3.4.0 | непряма |
| PyPI | charset-normalizer | 3.4.3 | непряма |
| PyPI | chromadb | — | непряма |
| PyPI | click | 8.2.1 | непряма |
| PyPI | cloudpickle | 3.1.1 | непряма |
| PyPI | colorama | — | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | configargparse | — | непряма |
| PyPI | contourpy | 1.3.2 | непряма |
| PyPI | contourpy | 1.3.3 | непряма |
| PyPI | cryptography | 45.0.6 | непряма |
| PyPI | cvxpy | 1.7.3 | непряма |
| PyPI | cycler | 0.12.1 | непряма |
| PyPI | cython | 3.1.4 | непряма |
| PyPI | dask | 2024.8.0 | непряма |
| PyPI | databricks-sdk | 0.65.0 | непряма |
| PyPI | datasets | 4.0.0 | непряма |
| PyPI | datasets | 4.5.0 | непряма |
| PyPI | dill | 0.3.8 | непряма |
| PyPI | distlib | 0.4.0 | непряма |
| PyPI | distro | 1.9.0 | непряма |
| PyPI | docker | 7.1.0 | непряма |
| PyPI | docutils | 0.22 | непряма |
| PyPI | duckdb | 1.4.1 | непряма |
| PyPI | exceptiongroup | 1.3.0 | непряма |
| PyPI | fastapi | 0.116.1 | непряма |
| PyPI | fastapi | 0.121.1 | непряма |
| PyPI | fastuuid | 0.14.0 | непряма |
| PyPI | filelock | — | непряма |
| PyPI | filelock | 3.19.1 | непряма |
| PyPI | flask | 3.1.2 | непряма |
| PyPI | flask-cors | 6.0.5 | непряма |
| PyPI | fonttools | 4.59.2 | непряма |
| PyPI | frozenlist | 1.7.0 | непряма |
| PyPI | fsspec | 2025.3.0 | непряма |
| PyPI | gepa | 0.1.4 | непряма |
| PyPI | gitdb | 4.0.12 | непряма |
| PyPI | gitpython | 3.1.45 | непряма |
| PyPI | google-auth | — | непряма |
| PyPI | google-auth | 2.40.3 | непряма |
| PyPI | graphene | 3.4.3 | непряма |
| PyPI | graphql-core | 3.2.6 | непряма |
| PyPI | graphql-relay | 3.2.0 | непряма |
| PyPI | greenlet | 3.2.4 | непряма |
| PyPI | gunicorn | 23.0.0 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | h5py | 3.14.0 | непряма |
| PyPI | hf-xet | 1.1.8 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx | 0.28.1 | непряма |
| PyPI | huey | 3.2.1 | непряма |
| PyPI | huggingface-hub | 0.34.4 | непряма |
| PyPI | id | 1.5.0 | непряма |
| PyPI | identify | 2.6.13 | непряма |
| PyPI | idna | 3.10 | непряма |
| PyPI | importlib-metadata | 8.7.0 | непряма |
| PyPI | iniconfig | 2.1.0 | непряма |
| PyPI | itsdangerous | 2.2.0 | непряма |
| PyPI | jaraco-classes | 3.4.0 | непряма |
| PyPI | jaraco-context | 6.0.1 | непряма |
| PyPI | jaraco-functools | 4.3.0 | непряма |
| PyPI | jeepney | 0.9.0 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | jiter | 0.10.0 | непряма |
| PyPI | joblib | 1.5.2 | непряма |
| PyPI | jsonpatch | 1.33 | непряма |
| PyPI | jsonpointer | 3.1.1 | непряма |
| PyPI | jsonschema | 4.25.1 | непряма |
| PyPI | jsonschema-specifications | 2025.4.1 | непряма |
| PyPI | keyring | 25.6.0 | непряма |
| PyPI | kiwisolver | 1.4.9 | непряма |
| PyPI | lancedb | — | непряма |
| PyPI | langchain | 1.3.13 | непряма |
| PyPI | langchain-core | 1.4.9 | непряма |
| PyPI | langchain-protocol | 0.0.18 | непряма |
| PyPI | langgraph | 1.2.9 | непряма |
| PyPI | langgraph-checkpoint | 4.1.1 | непряма |
| PyPI | langgraph-prebuilt | 1.1.0 | непряма |
| PyPI | langgraph-sdk | 0.4.2 | непряма |
| PyPI | langsmith | 0.10.3 | непряма |
| PyPI | lark | 1.3.1 | непряма |
| PyPI | litellm | — | непряма |
| PyPI | litellm | 1.83.0 | непряма |
| PyPI | litellm | 1.91.3 | непряма |
| PyPI | llm-structured-confidence | 0.4.5 | непряма |
| PyPI | mako | 1.3.10 | непряма |
| PyPI | markdown-it-py | 4.0.0 | непряма |
| PyPI | markupsafe | 3.0.2 | непряма |
| PyPI | matplotlib | — | непряма |
| PyPI | matplotlib | 3.10.6 | непряма |
| PyPI | matplotlib | 3.7.5 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mkdocs | — | непряма |
| PyPI | mkdocs-jupyter | — | непряма |
| PyPI | mkdocs-material | — | непряма |
| PyPI | mkdocs-redirects | — | непряма |
| PyPI | mkdocs-rss-plugin | — | непряма |
| PyPI | mkdocstrings | — | непряма |
| PyPI | mkdocstrings-python | — | непряма |
| PyPI | mlflow | 3.14.0 | непряма |
| PyPI | mlflow-skinny | 3.14.0 | непряма |
| PyPI | mlflow-tracing | 3.14.0 | непряма |
| PyPI | more-itertools | 10.7.0 | непряма |
| PyPI | multidict | 6.6.4 | непряма |
| PyPI | multiprocess | 0.70.16 | непряма |
| PyPI | networkx | — | непряма |
| PyPI | networkx | 3.2.1 | непряма |
| PyPI | nh3 | 0.3.0 | непряма |
| PyPI | nodeenv | 1.9.1 | непряма |
| PyPI | numba | 0.60.0 | непряма |
| PyPI | numpy | — | непряма |
| PyPI | numpy | 2.2.6 | непряма |
| PyPI | numpy | 2.3.2 | непряма |
| PyPI | numpy | 2.5.1 | непряма |
| PyPI | openai | 2.45.0 | непряма |
| PyPI | openpyxl | 3.1.5 | непряма |
| PyPI | opentelemetry-api | 1.36.0 | непряма |
| PyPI | opentelemetry-proto | 1.39.1 | непряма |
| PyPI | opentelemetry-sdk | 1.36.0 | непряма |
| PyPI | opentelemetry-semantic-conventions | 0.57b0 | непряма |
| PyPI | optuna | — | непряма |
| PyPI | orjson | 3.11.9 | непряма |
| PyPI | ormsgpack | 1.12.2 | непряма |
| PyPI | packaging | 25.0 | непряма |
| PyPI | pandas | — | непряма |
| PyPI | pandas | 2.3.2 | непряма |
| PyPI | pandas | 2.3.3 | непряма |
| PyPI | pandas | 3.0.3 | непряма |
| PyPI | pillow | — | непряма |
| PyPI | pillow | 11.3.0 | непряма |
| PyPI | platformdirs | 4.3.8 | непряма |
| PyPI | playwright | — | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | polars | 1.33.1 | непряма |
| PyPI | pre-commit | 4.3.0 | непряма |
| PyPI | prettytable | 3.18.0 | непряма |
| PyPI | propcache | 0.3.2 | непряма |
| PyPI | protobuf | 6.32.0 | непряма |
| PyPI | psutil | — | непряма |
| PyPI | pulp | 3.3.0 | непряма |
| PyPI | pyarrow | — | непряма |
| PyPI | pyarrow | 21.0.0 | непряма |
| PyPI | pyarrow | 23.0.0 | непряма |
| PyPI | pyasn1 | 0.6.1 | непряма |
| PyPI | pyasn1-modules | 0.4.2 | непряма |
| PyPI | pycparser | 2.22 | непряма |
| PyPI | pydantic | 2.11.7 | непряма |
| PyPI | pydantic | 2.12.5 | непряма |
| PyPI | pydantic-core | 2.33.2 | непряма |
| PyPI | pydantic-core | 2.41.5 | непряма |
| PyPI | pygments | 2.19.2 | непряма |
| PyPI | pymilvus | — | непряма |
| PyPI | pyomo | 6.9.5 | непряма |
| PyPI | pyparsing | 3.2.3 | непряма |
| PyPI | pyproject-hooks | 1.2.0 | непряма |
| PyPI | pyright | 1.1.407 | непряма |
| PyPI | pytest | 8.4.1 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | python-dotenv | 1.1.1 | непряма |
| PyPI | pytz | 2025.2 | непряма |
| PyPI | pywin32 | 311 | непряма |
| PyPI | pywin32-ctypes | 0.2.3 | непряма |
| PyPI | pyyaml | — | непряма |
| PyPI | pyyaml | 6.0.2 | непряма |
| PyPI | qdrant-client | — | непряма |
| PyPI | readme-renderer | 44.0 | непряма |
| PyPI | referencing | 0.36.2 | непряма |
| PyPI | regex | 2025.7.34 | непряма |
| PyPI | requests | 2.34.2 | непряма |
| PyPI | requests-toolbelt | 1.0.0 | непряма |
| PyPI | rfc3986 | 2.0.0 | непряма |
| PyPI | rich | 14.1.0 | непряма |
| PyPI | rpds-py | 0.27.0 | непряма |
| PyPI | rsa | 4.9.1 | непряма |
| PyPI | ruff | 0.12.10 | непряма |
| PyPI | scikit-learn | 1.6.1 | непряма |
| PyPI | scikit-learn | 1.7.1 | непряма |
| PyPI | scipy | — | непряма |
| PyPI | scipy | 1.15.3 | непряма |
| PyPI | scipy | 1.16.1 | непряма |
| PyPI | scrapy | 2.13.3 | непряма |
| PyPI | seaborn | — | непряма |
| PyPI | secretstorage | 3.3.3 | непряма |
| PyPI | semver | 3.0.4 | непряма |
| PyPI | sentry-sdk | 2.35.2 | непряма |
| PyPI | setuptools | 80.9.0 | непряма |
| PyPI | shapely | 2.0.7 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | skops | 0.14.0 | непряма |
| PyPI | smmap | 5.0.2 | непряма |
| PyPI | sniffio | 1.3.1 | непряма |
| PyPI | sqlalchemy | 2.0.43 | непряма |
| PyPI | sqlalchemy | 2.0.44 | непряма |
| PyPI | sqlparse | 0.5.3 | непряма |
| PyPI | starlette | 0.47.3 | непряма |
| PyPI | statsmodels | 0.14.5 | непряма |
| PyPI | swesmith | 0.0.9 | непряма |
| PyPI | sympy | 1.13.1 | непряма |
| PyPI | tenacity | 9.1.4 | непряма |
| PyPI | threadpoolctl | 3.6.0 | непряма |
| PyPI | tiktoken | 0.11.0 | непряма |
| PyPI | tiktoken | 0.12.0 | непряма |
| PyPI | tokenizers | 0.21.4 | непряма |
| PyPI | tomli | 2.2.1 | непряма |
| PyPI | tqdm | 4.67.1 | непряма |
| PyPI | twine | 6.1.0 | непряма |
| PyPI | typing-extensions | 4.14.1 | непряма |
| PyPI | typing-inspection | 0.4.1 | непряма |
| PyPI | typing-inspection | 0.4.2 | непряма |
| PyPI | tzdata | 2025.2 | непряма |
| PyPI | urllib3 | 2.5.0 | непряма |
| PyPI | uuid-utils | 0.17.0 | непряма |
| PyPI | uvicorn | 0.35.0 | непряма |
| PyPI | virtualenv | 20.34.0 | непряма |
| PyPI | waitress | 3.0.2 | непряма |
| PyPI | wandb | — | непряма |
| PyPI | wandb | 0.28.0 | непряма |
| PyPI | wcwidth | 0.8.2 | непряма |
| PyPI | weaviate-client | — | непряма |
| PyPI | websockets | 15.0.1 | непряма |
| PyPI | werkzeug | 3.1.3 | непряма |
| PyPI | wheel | 0.45.1 | непряма |
| PyPI | xarray | 2024.7.0 | непряма |
| PyPI | xxhash | 3.5.0 | непряма |
| PyPI | yarl | 1.20.1 | непряма |
| PyPI | zipp | 3.23.0 | непряма |
| PyPI | zstandard | 0.25.0 | непряма |
Звіт у форматі JSON машиночитний
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{
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{
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"direct": false,
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"ecosystem": "pypi"
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"direct": false,
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{
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{
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]
}
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"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
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"name": "Engineering Quality",
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{
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},
{
"key": "documentation",
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"notes": [],
"value": 80,
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},
{
"key": "documentation_homepage_site",
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{
"key": "repository_description",
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{
"key": "topics",
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{
"key": "wiki",
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],
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},
{
"key": "security",
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"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
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"code": "excluded_no_data",
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 53,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.3
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
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"points": 7.5,
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"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
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"points": 2.2,
"status": "partial",
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},
{
"key": "ci_tests",
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"points": 2.5,
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
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},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 5/30 approved changesets -- score normalized to 1",
"points": 0.8,
"status": "partial",
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},
{
"key": "contributors",
"name": "Contributors",
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"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",
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},
{
"key": "dependency_update_tool",
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"detail": "update tool detected",
"points": 7.5,
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},
{
"key": "fuzzing",
"name": "Fuzzing",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
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"detail": "license file detected",
"points": 2.5,
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"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
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"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
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},
{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 8",
"points": 4,
"status": "partial",
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"max_points": 5
},
{
"key": "security_policy",
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"detail": "security policy file not detected",
"points": 0,
"status": "missed",
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},
{
"key": "signed_releases",
"name": "Signed-Releases",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "96 existing vulnerabilities detected",
"points": 0,
"status": "missed",
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}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 4
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 67,
"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": [
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"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 1076
},
"components": [
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"points": 45,
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"code": "file_list",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"status": "excluded",
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]
},
{
"key": "ai_verify_loop",
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"name": "Verify loop (build / test / typecheck)",
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"notes": [
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"value": 66,
"inputs": {
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},
{
"key": "ai_code_legibility",
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"name": "Code legibility for models",
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},
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]
},
{
"key": "ai_interfaces",
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"inputs": {
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{
"key": "api_schema_openapi_graphql_proto",
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"status": "missed",
"details": [],
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},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
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},
{
"key": "runnable_examples",
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]
}
],
"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": [],
"report_type": "repository",
"generated_at": "2026-07-17T21:20:46.916514Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gepa-ai/gepa.svg",
"full_name": "gepa-ai/gepa",
"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 v0.12.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.