Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.16.0 · метрики 1.13.0 · 2026-07-21 01:31 UTC
redis / redis-vl-python
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
redis/redis-vl-python має індекс здоров’я 81 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (95/100), найнижчий — Security (61/100). Останнє оновлення було 6 днів тому. Більшість нещодавньої роботи виконують 2 учасники.
81
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.
81
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
RedisОрганізація
2 839 підписників78 публічних репозиторіївз бер. 2012 р.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація | Теги |
|---|---|---|---|---|---|---|
| PyPI | redisvl | 0.23.0 | 2 480 508 | 57 | 17 днів тому | airedisredis-clientvector-databasevector-search |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
95
Активність розробки
91Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 6 дн. тому |
| 27/36 | Ритм комітів — 39/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 162 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 162 |
| human_commit_share | — |
| days_since_last_push | 6 |
| active_weeks_last_year | 39 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 54 релізів |
| 36/36 | Свіжість релізів — останній реліз 17 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~9,3 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 54 |
| latest_release_tag | v0.23.0 |
| releases_from_tags | ні |
| days_since_latest_release | 17 |
| mean_days_between_releases | 9,3 |
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?
75
Популярність і впровадження
64Помірний
Як обчислюється оцінка
| 42.5/60 | Зірки — 416 зірок |
| 16.4/25 | Форки — 93 форків |
| 5/15 | Спостерігачі — 9 спостерігачів |
Використані вхідні дані
| forks | 93 |
| stars | 416 |
| watchers | 9 |
| 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 — 2 480 508 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | redisvl |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2 480 508 |
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?
79
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 — 37 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 2 |
| contributors_sampled | 37 |
| top_contributor_share | 0,339 |
Реактивність на issue та PR
78Добрий
Як обчислюється оцінка
| 37/46.8 | Вирішення issue — закрито 79% issue |
| 32.5/38.3 | Прийняття PR — злито 411/484 вирішених PR |
| 9/15 | OpenSSF Scorecard: Code-Review — Found 19/30 approved changesets -- score normalized to 6 |
Використані вхідні дані
| merged_prs | 411 |
| open_issues | 31 |
| closed_issues | 118 |
| issue_closed_ratio | 0,792 |
| closed_unmerged_prs | 73 |
Власність та опіка
80Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 24.8/25 | Охоплення власника — 2 839 підписників у redis |
| 25/25 | Послужний список — 78 публічних репозиторіїв, вік облікового запису ~14 р. |
Використані вхідні дані
| followers | 2 839 |
| owner_type | Organization |
| is_verified | — |
| owner_login | redis |
| public_repos | 78 |
| account_age_days | 5 243 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 17 дн. тому |
| 20/20 | Історія версій — 57 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | redisvl |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 17 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
91
Інженерні практики
92Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 5 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — .pylintrc |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 20 out of 22 merged PRs checked by a CI test -- score normalized to 9 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://docs.redisvl.com |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 16 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | python, redis, vector-database, embedding, large-language-models, llm, llmcache, openai, retrieval-augmented-generation, semantic-cache, vector-search, anthropic, huggingface, redis-search, search, mcp |
| has_wiki | ні |
| homepage | https://docs.redisvl.com |
| 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?
61
Стан безпеки
51Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 20 out of 22 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 4.5/7.5 | Code-Review — Found 19/30 approved changesets -- score normalized to 6 |
| 2.5/2.5 | Contributors — project has 4 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 13 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 |
| 3.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 7 |
| 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 — 65 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5,1 |
Виключено з оцінювання (немає даних або не застосовно): signed_releases. Залишкові ваги перенормовано.
Сповіщення про залежності
100Відмінний
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 12 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:redisvl@0.23.0 — тим, що тягне за собою встановлення опублікованого пакета, — 12 пакетів. Досяжність не аналізується.
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.
66
Контекст і настанови для агентів
75Добрий
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — .cursor/rules/redisvl.mdc, 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 | .cursor/rules/redisvl.mdc, CLAUDE.md |
| agent_instruction_max_bytes | 4 497 |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — Makefile, docs/Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — .pylintrc |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — Dockerfile, 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 | так |
| typed_language | ні |
| bootstrap_files | Makefile, 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
54Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 54.1/55 | Керовані розміри файлів — 4/241 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 90 106 |
| source_files_sampled | 241 |
| oversized_source_files | 4 |
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
416зірок GitHub
37контриб'юторів
162комітів за останні 12 місяців
6днів від останнього пушу
54релізів
2бас-фактор
31відкритих issue
PyPIпакетних екосистем
Докладніше
OpenSSF Scorecard 5.1 / 10
5.1сукупно
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 |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 20 out of 22 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 6 | Code-Review | Found 19/30 approved changesets -- score normalized to 6 |
| 10 | Contributors | project has 4 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 13 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 |
| 7 | SAST | SAST tool is not run on all commits -- score normalized to 7 |
| 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 | 65 existing vulnerabilities detected |
Прямі залежності 8
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | numpy | >=1.26.0,<3 | pyproject.toml |
| PyPI | pyyaml | >=5.4,<7.0 | pyproject.toml |
| PyPI | redis | >=5.0,<8.0 | pyproject.toml |
| PyPI | pydantic | >=2,<3 | pyproject.toml |
| PyPI | tenacity | >=8.2.2 | pyproject.toml |
| PyPI | ml-dtypes | >=0.4.0,<1.0.0 | pyproject.toml |
| PyPI | python-ulid | >=3.0.0 | pyproject.toml |
| PyPI | jsonpath-ng | >=1.5.0 | pyproject.toml |
Усі залежності 303
Повний розв'язаний набір залежностей із графа залежностей GitHub: 9 прямих і 294 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | jsonpath-ng | 1.8.0 | пряма |
| PyPI | ml-dtypes | 0.5.4 | пряма |
| PyPI | numpy | 2.2.6 | пряма |
| PyPI | numpy | 2.4.6 | пряма |
| PyPI | pydantic | 2.13.4 | пряма |
| PyPI | python-ulid | 3.1.0 | пряма |
| PyPI | pyyaml | 6.0.3 | пряма |
| PyPI | redis | 7.4.0 | пряма |
| PyPI | tenacity | 9.1.4 | пряма |
| PyPI | accessible-pygments | 0.0.5 | непряма |
| PyPI | aiofile | 3.11.1 | непряма |
| PyPI | aiofile | 3.9.0 | непряма |
| PyPI | aiohappyeyeballs | 2.6.2 | непряма |
| PyPI | aiohttp | 3.13.5 | непряма |
| PyPI | aiolimiter | 1.2.1 | непряма |
| PyPI | aiosignal | 1.4.0 | непряма |
| PyPI | alabaster | 0.7.16 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anyio | 4.13.0 | непряма |
| PyPI | appnope | 0.1.4 | непряма |
| PyPI | astroid | 3.3.11 | непряма |
| PyPI | asttokens | 3.0.1 | непряма |
| PyPI | async-timeout | 5.0.1 | непряма |
| PyPI | attrs | 26.1.0 | непряма |
| PyPI | authlib | 1.7.2 | непряма |
| PyPI | babel | 2.18.0 | непряма |
| PyPI | backports-tarfile | 1.2.0 | непряма |
| PyPI | beartype | 0.22.9 | непряма |
| PyPI | beautifulsoup4 | 4.14.3 | непряма |
| PyPI | black | 25.12.0 | непряма |
| PyPI | bleach | 6.3.0 | непряма |
| PyPI | boto3 | 1.43.16 | непряма |
| PyPI | botocore | 1.43.16 | непряма |
| PyPI | cachetools | 7.1.4 | непряма |
| PyPI | caio | 0.9.25 | непряма |
| PyPI | certifi | 2026.5.20 | непряма |
| PyPI | cffi | 2.0.0 | непряма |
| PyPI | cfgv | 3.5.0 | непряма |
| PyPI | charset-normalizer | 3.4.7 | непряма |
| PyPI | click | 8.4.1 | непряма |
| PyPI | codespell | 2.4.2 | непряма |
| PyPI | cohere | 7.0.0 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | comm | 0.2.3 | непряма |
| PyPI | coverage | 7.14.1 | непряма |
| PyPI | cryptography | 48.0.0 | непряма |
| PyPI | cuda-bindings | 13.3.0 | непряма |
| PyPI | cuda-pathfinder | 1.5.5 | непряма |
| PyPI | cuda-toolkit | 13.0.2 | непряма |
| PyPI | cyclopts | 4.16.1 | непряма |
| PyPI | debugpy | 1.8.20 | непряма |
| PyPI | decorator | 5.3.1 | непряма |
| PyPI | defusedxml | 0.7.1 | непряма |
| PyPI | dill | 0.4.1 | непряма |
| PyPI | distlib | 0.4.0 | непряма |
| PyPI | distro | 1.9.0 | непряма |
| PyPI | dnspython | 2.8.0 | непряма |
| PyPI | docker | 7.1.0 | непряма |
| PyPI | docstring-parser | 0.18.0 | непряма |
| PyPI | docutils | 0.21.2 | непряма |
| PyPI | email-validator | 2.3.0 | непряма |
| PyPI | eval-type-backport | 0.3.1 | непряма |
| PyPI | exceptiongroup | 1.3.1 | непряма |
| PyPI | execnet | 2.1.2 | непряма |
| PyPI | executing | 2.2.1 | непряма |
| PyPI | fastavro | 1.12.2 | непряма |
| PyPI | fastjsonschema | 2.21.2 | непряма |
| PyPI | fastmcp | 3.3.1 | непряма |
| PyPI | fastmcp-slim | 3.3.1 | непряма |
| PyPI | ffmpeg-python | 0.2.0 | непряма |
| PyPI | filelock | 3.29.0 | непряма |
| PyPI | frozenlist | 1.8.0 | непряма |
| PyPI | fsspec | 2026.4.0 | непряма |
| PyPI | future | 1.0.0 | непряма |
| PyPI | google-api-core | 2.25.2 | непряма |
| PyPI | google-api-core | 2.30.3 | непряма |
| PyPI | google-auth | 2.53.0 | непряма |
| PyPI | google-cloud-aiplatform | 1.148.1 | непряма |
| PyPI | google-cloud-aiplatform | 1.154.0 | непряма |
| PyPI | google-cloud-bigquery | 3.41.0 | непряма |
| PyPI | google-cloud-core | 2.6.0 | непряма |
| PyPI | google-cloud-resource-manager | 1.17.0 | непряма |
| PyPI | google-cloud-storage | 3.10.1 | непряма |
| PyPI | google-cloud-storage | 3.4.1 | непряма |
| PyPI | google-crc32c | 1.8.0 | непряма |
| PyPI | google-genai | 1.75.0 | непряма |
| PyPI | google-resumable-media | 2.9.0 | непряма |
| PyPI | googleapis-common-protos | 1.75.0 | непряма |
| PyPI | greenlet | 3.5.1 | непряма |
| PyPI | griffelib | 2.0.2 | непряма |
| PyPI | grpc-google-iam-v1 | 0.14.4 | непряма |
| PyPI | grpcio | 1.80.0 | непряма |
| PyPI | grpcio-status | 1.71.2 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | hf-xet | 1.5.0 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx | 0.28.1 | непряма |
| PyPI | httpx-sse | 0.4.3 | непряма |
| PyPI | huggingface-hub | 0.36.2 | непряма |
| PyPI | identify | 2.6.19 | непряма |
| PyPI | idna | 3.16 | непряма |
| PyPI | imagesize | 2.0.0 | непряма |
| PyPI | importlib-metadata | 8.7.1 | непряма |
| PyPI | iniconfig | 2.3.0 | непряма |
| PyPI | invoke | 2.2.1 | непряма |
| PyPI | ipykernel | 7.2.0 | непряма |
| PyPI | ipython | 8.39.0 | непряма |
| PyPI | ipython | 9.13.0 | непряма |
| PyPI | ipython-pygments-lexers | 1.1.1 | непряма |
| PyPI | isort | 5.13.2 | непряма |
| PyPI | jaraco-classes | 3.4.0 | непряма |
| PyPI | jaraco-context | 6.1.2 | непряма |
| PyPI | jaraco-functools | 4.5.0 | непряма |
| PyPI | jedi | 0.20.0 | непряма |
| PyPI | jeepney | 0.9.0 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | jiter | 0.15.0 | непряма |
| PyPI | jmespath | 1.1.0 | непряма |
| PyPI | joblib | 1.5.3 | непряма |
| PyPI | joserfc | 1.6.8 | непряма |
| PyPI | jsonpatch | 1.33 | непряма |
| PyPI | jsonpointer | 3.1.1 | непряма |
| PyPI | jsonref | 1.1.0 | непряма |
| PyPI | jsonschema | 4.26.0 | непряма |
| PyPI | jsonschema-path | 0.5.0 | непряма |
| PyPI | jsonschema-specifications | 2025.9.1 | непряма |
| PyPI | jupyter-cache | 1.0.1 | непряма |
| PyPI | jupyter-client | 8.8.0 | непряма |
| PyPI | jupyter-core | 5.9.1 | непряма |
| PyPI | jupyterlab-pygments | 0.3.0 | непряма |
| PyPI | keyring | 25.7.0 | непряма |
| PyPI | langcache | 0.12.0 | непряма |
| PyPI | langchain-core | 1.4.0 | непряма |
| PyPI | langchain-protocol | 0.0.15 | непряма |
| PyPI | langchain-text-splitters | 1.1.2 | непряма |
| PyPI | langsmith | 0.8.5 | непряма |
| PyPI | librt | 0.11.0 | непряма |
| PyPI | markdown-it-py | 3.0.0 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | matplotlib-inline | 0.2.2 | непряма |
| PyPI | mccabe | 0.7.0 | непряма |
| PyPI | mcp | 1.27.1 | непряма |
| PyPI | mdit-py-plugins | 0.6.1 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | mistralai | 1.12.4 | непряма |
| PyPI | mistune | 3.2.1 | непряма |
| PyPI | more-itertools | 11.1.0 | непряма |
| PyPI | mpmath | 1.3.0 | непряма |
| PyPI | multidict | 6.7.1 | непряма |
| PyPI | mypy | 1.20.2 | непряма |
| PyPI | mypy-extensions | 1.1.0 | непряма |
| PyPI | myst-nb | 1.4.0 | непряма |
| PyPI | myst-parser | 4.0.1 | непряма |
| PyPI | nbclient | 0.10.4 | непряма |
| PyPI | nbconvert | 7.17.1 | непряма |
| PyPI | nbformat | 5.10.4 | непряма |
| PyPI | nbsphinx | 0.9.8 | непряма |
| PyPI | nbval | 0.11.0 | непряма |
| PyPI | nest-asyncio | 1.6.0 | непряма |
| PyPI | networkx | 3.4.2 | непряма |
| PyPI | networkx | 3.6.1 | непряма |
| PyPI | nodeenv | 1.10.0 | непряма |
| PyPI | nvidia-cublas | 13.1.1.3 | непряма |
| PyPI | nvidia-cuda-cupti | 13.0.85 | непряма |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | непряма |
| PyPI | nvidia-cuda-runtime | 13.0.96 | непряма |
| PyPI | nvidia-cudnn-cu13 | 9.20.0.48 | непряма |
| PyPI | nvidia-cufft | 12.0.0.61 | непряма |
| PyPI | nvidia-cufile | 1.15.1.6 | непряма |
| PyPI | nvidia-curand | 10.4.0.35 | непряма |
| PyPI | nvidia-cusolver | 12.0.4.66 | непряма |
| PyPI | nvidia-cusparse | 12.6.3.3 | непряма |
| PyPI | nvidia-cusparselt-cu13 | 0.8.1 | непряма |
| PyPI | nvidia-nccl-cu13 | 2.29.7 | непряма |
| PyPI | nvidia-nvjitlink | 13.0.88 | непряма |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | непряма |
| PyPI | nvidia-nvtx | 13.0.85 | непряма |
| PyPI | ollama | 0.6.2 | непряма |
| PyPI | openai | 2.38.0 | непряма |
| PyPI | openapi-pydantic | 0.5.1 | непряма |
| PyPI | opentelemetry-api | 1.42.1 | непряма |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.42.1 | непряма |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.42.1 | непряма |
| PyPI | opentelemetry-proto | 1.42.1 | непряма |
| PyPI | opentelemetry-sdk | 1.42.1 | непряма |
| PyPI | opentelemetry-semantic-conventions | 0.63b1 | непряма |
| PyPI | orjson | 3.11.9 | непряма |
| PyPI | packaging | 26.2 | непряма |
| PyPI | pandocfilters | 1.5.1 | непряма |
| PyPI | parso | 0.8.7 | непряма |
| PyPI | pathable | 0.6.0 | непряма |
| PyPI | pathspec | 1.1.1 | непряма |
| PyPI | pexpect | 4.9.0 | непряма |
| PyPI | pillow | 12.2.0 | непряма |
| PyPI | platformdirs | 4.9.6 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | pre-commit | 4.6.0 | непряма |
| PyPI | prompt-toolkit | 3.0.52 | непряма |
| PyPI | propcache | 0.5.2 | непряма |
| PyPI | proto-plus | 1.28.0 | непряма |
| PyPI | protobuf | 5.29.6 | непряма |
| PyPI | psutil | 7.2.2 | непряма |
| PyPI | ptyprocess | 0.7.0 | непряма |
| PyPI | pure-eval | 0.2.3 | непряма |
| PyPI | py-key-value-aio | 0.4.5 | непряма |
| PyPI | pyasn1 | 0.6.3 | непряма |
| PyPI | pyasn1-modules | 0.4.2 | непряма |
| PyPI | pycparser | 3.0 | непряма |
| PyPI | pydantic-core | 2.46.4 | непряма |
| PyPI | pydantic-settings | 2.14.1 | непряма |
| PyPI | pydata-sphinx-theme | 0.15.4 | непряма |
| PyPI | pydata-sphinx-theme | 0.16.1 | непряма |
| PyPI | pygments | 2.20.0 | непряма |
| PyPI | pyjwt | 2.13.0 | непряма |
| PyPI | pylint | 3.3.9 | непряма |
| PyPI | pyperclip | 1.11.0 | непряма |
| PyPI | pytest | 8.4.2 | непряма |
| PyPI | pytest-asyncio | 0.23.8 | непряма |
| PyPI | pytest-xdist | 3.8.0 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | python-discovery | 1.3.1 | непряма |
| PyPI | python-dotenv | 1.2.2 | непряма |
| PyPI | python-multipart | 0.0.29 | непряма |
| PyPI | pytokens | 0.4.1 | непряма |
| PyPI | pywin32 | 311 | непряма |
| PyPI | pywin32-ctypes | 0.2.3 | непряма |
| PyPI | pyzmq | 27.1.0 | непряма |
| PyPI | redisvl | 0.22.0 | непряма |
| PyPI | referencing | 0.37.0 | непряма |
| PyPI | regex | 2026.5.9 | непряма |
| PyPI | requests | 2.34.2 | непряма |
| PyPI | requests-toolbelt | 1.0.0 | непряма |
| PyPI | rich | 15.0.0 | непряма |
| PyPI | rich-rst | 2.0.1 | непряма |
| PyPI | rpds-py | 0.30.0 | непряма |
| PyPI | s3transfer | 0.17.1 | непряма |
| PyPI | safetensors | 0.7.0 | непряма |
| PyPI | scikit-learn | 1.7.2 | непряма |
| PyPI | scikit-learn | 1.8.0 | непряма |
| PyPI | scipy | 1.15.3 | непряма |
| PyPI | scipy | 1.17.1 | непряма |
| PyPI | secretstorage | 3.5.0 | непряма |
| PyPI | sentence-transformers | 3.4.1 | непряма |
| PyPI | setuptools | 81.0.0 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | sniffio | 1.3.1 | непряма |
| PyPI | snowballstemmer | 3.1.0 | непряма |
| PyPI | soupsieve | 2.8.4 | непряма |
| PyPI | sphinx | 7.4.7 | непряма |
| PyPI | sphinx-book-theme | 1.1.4 | непряма |
| PyPI | sphinx-book-theme | 1.2.0 | непряма |
| PyPI | sphinx-copybutton | 0.5.2 | непряма |
| PyPI | sphinx-design | 0.5.0 | непряма |
| PyPI | sphinx-favicon | 1.0.1 | непряма |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | непряма |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | непряма |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | непряма |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | непряма |
| PyPI | sphinxcontrib-mermaid | 0.9.2 | непряма |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | непряма |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | непряма |
| PyPI | sql-redis | 0.7.1 | непряма |
| PyPI | sqlalchemy | 2.0.50 | непряма |
| PyPI | sqlglot | 30.8.0 | непряма |
| PyPI | sse-starlette | 3.4.4 | непряма |
| PyPI | stack-data | 0.6.3 | непряма |
| PyPI | starlette | 1.1.0 | непряма |
| PyPI | sympy | 1.14.0 | непряма |
| PyPI | tabulate | 0.10.0 | непряма |
| PyPI | testcontainers | 4.14.2 | непряма |
| PyPI | threadpoolctl | 3.6.0 | непряма |
| PyPI | tinycss2 | 1.4.0 | непряма |
| PyPI | tokenizers | 0.22.2 | непряма |
| PyPI | tomli | 2.4.1 | непряма |
| PyPI | tomlkit | 0.15.0 | непряма |
| PyPI | torch | 2.12.0 | непряма |
| PyPI | tornado | 6.5.6 | непряма |
| PyPI | tqdm | 4.67.3 | непряма |
| PyPI | traitlets | 5.15.0 | непряма |
| PyPI | transformers | 4.57.6 | непряма |
| PyPI | triton | 3.7.0 | непряма |
| PyPI | types-cffi | 2.0.0.20260518 | непряма |
| PyPI | types-pyopenssl | 24.1.0.20240722 | непряма |
| PyPI | types-pyyaml | 6.0.12.20260518 | непряма |
| PyPI | types-requests | 2.33.0.20260518 | непряма |
| PyPI | types-setuptools | 82.0.0.20260518 | непряма |
| PyPI | typing-extensions | 4.15.0 | непряма |
| PyPI | typing-inspection | 0.4.2 | непряма |
| PyPI | uncalled-for | 0.3.2 | непряма |
| PyPI | urllib3 | 2.1.0 | непряма |
| PyPI | uuid-utils | 0.16.0 | непряма |
| PyPI | uvicorn | 0.48.0 | непряма |
| PyPI | virtualenv | 21.3.3 | непряма |
| PyPI | voyageai | 0.3.7 | непряма |
| PyPI | watchfiles | 1.2.0 | непряма |
| PyPI | wcwidth | 0.7.0 | непряма |
| PyPI | webencodings | 0.5.1 | непряма |
| PyPI | websockets | 16.0 | непряма |
| PyPI | wrapt | 2.2.1 | непряма |
| PyPI | xxhash | 3.7.0 | непряма |
| PyPI | yarl | 1.24.2 | непряма |
| PyPI | zipp | 4.1.0 | непряма |
| PyPI | zstandard | 0.25.0 | непряма |
Сповіщення про залежності 0
Встановлення pypi:redisvl@0.23.0 тягне 12 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
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"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 51,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.1
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "20 out of 22 merged PRs checked by a CI test -- score normalized to 9",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 19/30 approved changesets -- score normalized to 6",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 4 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 7",
"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "65 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:redisvl@0.23.0 runtime dependency closure — what installing the published package pulls in — 12 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:redisvl@0.23.0",
"assessed": 12
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 12,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 12,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"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": 9
},
"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": 66,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
".cursor/rules/redisvl.mdc",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 4497
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".cursor/rules/redisvl.mdc, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".cursor/rules/redisvl.mdc, CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile",
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": ".pylintrc",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".pylintrc"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 90106,
"source_files_sampled": 241,
"oversized_source_files": 4
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "4/241 source files over 60KB",
"points": 54.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 241,
"oversized": 4
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-21T01:31:01.535230Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/redis/redis-vl-python.svg",
"full_name": "redis/redis-vl-python",
"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 v0.16.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.