Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-17 00:58 UTC
Instagram / LibCST
A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree
Instagram/LibCST має індекс здоров’я 75 зі 100, що відповідає смузі «Добрий». Найвищий показник — Community & Adoption (88/100), найнижчий — AI Readiness (45/100). Останнє оновлення було 9 днів тому. Більшість нещодавньої роботи виконують 3 учасники.
75
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.
75
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
InstagramОрганізація
1 015 підписників27 публічних репозиторіївз січ. 2011 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 | libcst | 1.8.6 | 58 639 810 | 65 | 255 днів тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
63
Активність розробки
53Помірний
Як обчислюється оцінка
| 28.8/36 | Свіжість push — останній push 9 дн. тому |
| 9.7/36 | Ритм комітів — 14/52 тижнів із комітами |
| 13.3/18 | Обсяг комітів — 29 комітів за останній рік |
| 1/10 | OpenSSF Scorecard: Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1 |
Використані вхідні дані
| commits_last_year | 29 |
| human_commit_share | — |
| days_since_last_push | 9 |
| active_weeks_last_year | 14 |
Дисципліна релізів
78Добрий
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 48 релізів |
| 16.2/36 | Свіжість релізів — останній реліз 255 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~43,3 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 48 |
| latest_release_tag | v1.8.6 |
| releases_from_tags | ні |
| days_since_latest_release | 255 |
| mean_days_between_releases | 43,3 |
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?
88
Популярність і впровадження
82Добрий
Як обчислюється оцінка
| 53.3/60 | Зірки — 1 925 зірок |
| 19.6/25 | Форки — 228 форків |
| 8.8/15 | Спостерігачі — 40 спостерігачів |
Використані вхідні дані
| forks | 228 |
| stars | 1 925 |
| watchers | 40 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
86Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 16.9/22.5 | Ліцензія — файл ліцензії наявний, не є визнаною ліцензією |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| has_pull_request_template | так |
Впровадження в екосистемі (завантаження)
100Відмінний
Як обчислюється оцінка
| 80/80 | Щомісячні завантаження — 58 639 810 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | libcst |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 58 639 810 |
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?
77
Як обчислюється оцінка
| 36/54 | Бас-фактор — на 3 контриб’ютор(ів) припадає половина всіх комітів |
| 17.1/22.5 | Розподіл комітів — головний контриб’ютор — автор 24% комітів |
| 13.5/13.5 | Широта контриб’юторів — 97 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 26 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 3 |
| contributors_sampled | 97 |
| top_contributor_share | 0,238 |
Реактивність на issue та PR
69Помірний
Як обчислюється оцінка
| 30.3/46.8 | Вирішення issue — закрито 65% issue |
| 31/38.3 | Прийняття PR — злито 825/1 018 вирішених PR |
| 7.5/15 | OpenSSF Scorecard: Code-Review — Found 13/22 approved changesets -- score normalized to 5 |
Використані вхідні дані
| merged_prs | 825 |
| open_issues | 130 |
| closed_issues | 240 |
| issue_closed_ratio | 0,649 |
| closed_unmerged_prs | 193 |
Власність та опіка
74Добрий
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 21.6/25 | Охоплення власника — 1 015 підписників у Instagram |
| 22.5/25 | Послужний список — 27 публічних репозиторіїв, вік облікового запису ~15 р. |
Використані вхідні дані
| followers | 1 015 |
| owner_type | Organization |
| is_verified | — |
| owner_login | |
| public_repos | 27 |
| account_age_days | 5 671 |
Супровід пакетів
91Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 26/35 | Свіжість публікацій — остання публікація 255 дн. тому |
| 20/20 | Історія версій — 65 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | libcst |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 255 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
85
Інженерні практики
88Відмінний
Як обчислюється оцінка
| 24/24 | Процеси CI — 4 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — .flake8 |
| 0/9.6 | Pre-commit-хуки |
| 6.4/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard: CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | так |
| has_linter_config | так |
| has_precommit_config | ні |
Документація
80Добрий
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://libcst.readthedocs.io/ |
| 10/10 | Опис репозиторію |
| 0/10 | Теми |
| 0/10 | Wiki |
Використані вхідні дані
| topics | — |
| has_wiki | ні |
| homepage | https://libcst.readthedocs.io/ |
| 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?
62
Стан безпеки
62Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — немає даних |
| 2.2/2.5 | CI-Tests — 28 out of 30 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 |
| 3.8/7.5 | Code-Review — Found 13/22 approved changesets -- score normalized to 5 |
| 2.5/2.5 | Contributors — project has 26 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 5/5 | Fuzzing — project is fuzzed |
| 2.2/2.5 | Ліцензія — license file detected |
| 0.8/7.5 | Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 4.5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 63 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6,2 |
Виключено з оцінювання (немає даних або не застосовно): branch_protection, 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.
45
Контекст і настанови для агентів
1Критичний
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 0/40 | Читабельна історія комітів — немає даних |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — .flake8 |
| 11/11 | Статична перевірка типів — libcst/py.typed |
| 10/10 | Відтворюване середовище — lockfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 5/8 | Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно |
| 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 | Cargo.lock, uv.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | libcst/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами. Залишкові ваги перенормовано.
Читабельність коду для моделей
80Добрий
Як обчислюється оцінка
| 27/45 | Типізований код — Python з конфігурацією перевірки типів (libcst/py.typed) |
| 53.4/55 | Керовані розміри файлів — 11/374 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 586 792 |
| source_files_sampled | 374 |
| oversized_source_files | 11 |
Машиночитні інтерфейси
40У зоні ризику
Як обчислюється оцінка
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — notebooks |
Використані вхідні дані
| example_dirs | notebooks |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
1 925зірок GitHub
97контриб'юторів
29комітів за останні 12 місяців
9днів від останнього пушу
48релізів
3бас-фактор
130відкритих issue
crates.io, PyPIпакетних екосистем
Докладніше
OpenSSF Scorecard 6.2 / 10
6.2сукупно
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 |
| н/д | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 9 | CI-Tests | 28 out of 30 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 |
| 5 | Code-Review | Found 13/22 approved changesets -- score normalized to 5 |
| 10 | Contributors | project has 26 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 10 | Fuzzing | project is fuzzed |
| 9 | License | license file detected |
| 1 | Maintained | 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 9 | Security-Policy | security policy file detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 63 existing vulnerabilities detected |
Прямі залежності 4
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | pyyaml | >=5.2 | pyproject.toml |
| PyPI | pyyaml-ft | >=8.0.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0.3 | pyproject.toml |
| PyPI | typing-extensions | — | pyproject.toml |
Усі залежності 113
Повний розв'язаний набір залежностей із графа залежностей GitHub: 3 прямих і 110 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | pyyaml | — | пряма |
| PyPI | pyyaml-ft | — | пряма |
| PyPI | typing-extensions | — | пряма |
| crates.io | aho-corasick | 1.0.4 | непряма |
| crates.io | anes | 0.1.6 | непряма |
| crates.io | annotate-snippets | — | непряма |
| crates.io | annotate-snippets | 0.11.5 | непряма |
| crates.io | anstyle | 1.0.10 | непряма |
| crates.io | autocfg | 1.1.0 | непряма |
| crates.io | bumpalo | 3.12.0 | непряма |
| crates.io | cast | 0.3.0 | непряма |
| crates.io | cfg-if | 1.0.0 | непряма |
| crates.io | ciborium | 0.2.0 | непряма |
| crates.io | ciborium-io | 0.2.0 | непряма |
| crates.io | ciborium-ll | 0.2.0 | непряма |
| crates.io | clap | 4.5.38 | непряма |
| crates.io | clap_builder | 4.5.38 | непряма |
| crates.io | clap_lex | 0.7.4 | непряма |
| crates.io | criterion | — | непряма |
| crates.io | criterion | 0.6.0 | непряма |
| crates.io | criterion-plot | 0.5.0 | непряма |
| crates.io | crossbeam-deque | 0.8.1 | непряма |
| crates.io | crossbeam-epoch | 0.9.9 | непряма |
| crates.io | crossbeam-utils | 0.8.10 | непряма |
| crates.io | difference | — | непряма |
| crates.io | difference | 2.0.0 | непряма |
| crates.io | either | 1.6.1 | непряма |
| crates.io | equivalent | 1.0.1 | непряма |
| crates.io | glob | 0.3.0 | непряма |
| crates.io | half | 1.8.2 | непряма |
| crates.io | hashbrown | 0.14.5 | непряма |
| crates.io | heck | 0.5.0 | непряма |
| crates.io | indexmap | 2.4.0 | непряма |
| crates.io | indoc | 2.0.4 | непряма |
| crates.io | itertools | — | непряма |
| crates.io | itertools | 0.10.5 | непряма |
| crates.io | itertools | 0.13.0 | непряма |
| crates.io | itertools | 0.14.0 | непряма |
| crates.io | itoa | 1.0.2 | непряма |
| crates.io | js-sys | 0.3.77 | непряма |
| crates.io | libc | 0.2.149 | непряма |
| crates.io | libcst_derive | — | непряма |
| crates.io | log | 0.4.17 | непряма |
| crates.io | memchr | — | непряма |
| crates.io | memchr | 2.7.4 | непряма |
| crates.io | memoffset | 0.6.5 | непряма |
| crates.io | memoffset | 0.9.0 | непряма |
| crates.io | num-traits | 0.2.15 | непряма |
| crates.io | once_cell | 1.21.3 | непряма |
| crates.io | oorandom | 11.1.3 | непряма |
| crates.io | paste | — | непряма |
| crates.io | paste | 1.0.15 | непряма |
| crates.io | peg | — | непряма |
| crates.io | peg | 0.8.5 | непряма |
| crates.io | peg-macros | 0.8.5 | непряма |
| crates.io | peg-runtime | 0.8.5 | непряма |
| crates.io | plotters | 0.3.7 | непряма |
| crates.io | plotters-backend | 0.3.7 | непряма |
| crates.io | plotters-svg | 0.3.7 | непряма |
| crates.io | portable-atomic | 1.4.3 | непряма |
| crates.io | proc-macro2 | 1.0.95 | непряма |
| crates.io | pyo3 | — | непряма |
| crates.io | pyo3 | 0.26.0 | непряма |
| crates.io | pyo3-build-config | 0.26.0 | непряма |
| crates.io | pyo3-ffi | 0.26.0 | непряма |
| crates.io | pyo3-macros | 0.26.0 | непряма |
| crates.io | pyo3-macros-backend | 0.26.0 | непряма |
| crates.io | quote | — | непряма |
| crates.io | quote | 1.0.40 | непряма |
| crates.io | rayon | — | непряма |
| crates.io | rayon | 1.11.0 | непряма |
| crates.io | rayon-core | 1.13.0 | непряма |
| crates.io | regex | — | непряма |
| crates.io | regex | 1.11.2 | непряма |
| crates.io | regex-automata | 0.4.9 | непряма |
| crates.io | regex-syntax | 0.8.5 | непряма |
| crates.io | rustversion | 1.0.21 | непряма |
| crates.io | ryu | 1.0.10 | непряма |
| crates.io | same-file | 1.0.6 | непряма |
| crates.io | scopeguard | 1.1.0 | непряма |
| crates.io | serde | 1.0.208 | непряма |
| crates.io | serde_derive | 1.0.208 | непряма |
| crates.io | serde_json | 1.0.125 | непряма |
| crates.io | serde_spanned | 0.6.7 | непряма |
| crates.io | syn | — | непряма |
| crates.io | syn | 2.0.101 | непряма |
| crates.io | target-lexicon | 0.13.2 | непряма |
| crates.io | target-triple | 0.1.4 | непряма |
| crates.io | termcolor | 1.1.3 | непряма |
| crates.io | thiserror | — | непряма |
| crates.io | thiserror | 2.0.12 | непряма |
| crates.io | thiserror-impl | 2.0.12 | непряма |
| crates.io | tinytemplate | 1.2.1 | непряма |
| crates.io | toml | 0.8.19 | непряма |
| crates.io | toml_datetime | 0.6.8 | непряма |
| crates.io | toml_edit | 0.22.20 | непряма |
| crates.io | trybuild | — | непряма |
| crates.io | trybuild | 1.0.105 | непряма |
| crates.io | unicode-ident | 1.0.18 | непряма |
| crates.io | unicode-width | 0.2.0 | непряма |
| crates.io | unindent | 0.2.3 | непряма |
| crates.io | walkdir | 2.3.2 | непряма |
| crates.io | wasm-bindgen | 0.2.100 | непряма |
| crates.io | wasm-bindgen-backend | 0.2.100 | непряма |
| crates.io | wasm-bindgen-macro | 0.2.100 | непряма |
| crates.io | wasm-bindgen-macro-support | 0.2.100 | непряма |
| crates.io | wasm-bindgen-shared | 0.2.100 | непряма |
| crates.io | web-sys | 0.3.77 | непряма |
| crates.io | winapi | 0.3.9 | непряма |
| crates.io | winapi-i686-pc-windows-gnu | 0.4.0 | непряма |
| crates.io | winapi-util | 0.1.5 | непряма |
| crates.io | winapi-x86_64-pc-windows-gnu | 0.4.0 | непряма |
| crates.io | winnow | 0.6.18 | непряма |
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 4536,
"has_wiki": false,
"homepage": "https://libcst.readthedocs.io/",
"languages": {
"Rust": 589439,
"Shell": 270,
"Python": 3615280
},
"pushed_at": "2026-07-07T13:35:37Z",
"created_at": "2019-08-06T17:30:33Z",
"owner_type": "Organization",
"updated_at": "2026-07-11T18:05:14Z",
"description": "A concrete syntax tree parser and serializer library for Python that preserves many aspects of Python's abstract syntax tree",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python",
"Rust"
]
},
"owner": {
"blog": "https://www.instagram.com/",
"name": "Instagram",
"type": "Organization",
"login": "Instagram",
"company": null,
"location": "San Francisco, CA",
"followers": 1015,
"avatar_url": "https://avatars.githubusercontent.com/u/549085?v=4",
"created_at": "2011-01-05T18:51:17Z",
"is_verified": null,
"public_repos": 27,
"account_age_days": 5671
},
"activity": {
"releases_count": 48,
"commits_last_year": 29,
"latest_release_at": "2025-11-03T21:49:33Z",
"latest_release_tag": "v1.8.6",
"releases_from_tags": false,
"days_since_last_push": 9,
"active_weeks_last_year": 14,
"days_since_latest_release": 255,
"mean_days_between_releases": 43.3
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "libcst",
"exists": true,
"license": null,
"keywords": [
"License :: OSI Approved :: MIT License",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: Free Threading",
"Topic :: Software Development :: Libraries",
"Typing :: Typed"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/libcst/",
"is_deprecated": false,
"latest_version": "1.8.6",
"repository_url": "https://github.com/Instagram/LibCST",
"versions_count": 65,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 58639810,
"first_published_at": "2019-08-07T21:18:12.890833Z",
"latest_published_at": "2025-11-03T22:33:30.621573Z",
"latest_version_yanked": null,
"days_since_latest_publish": 255
}
]
},
"popularity": {
"forks": 228,
"stars": 1925,
"watchers": 40,
"open_issues_and_prs": 169
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"libcst/py.typed"
],
"largest_source_bytes": 586792,
"source_files_sampled": 374,
"oversized_source_files": 11,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"native/Cargo.toml",
"pyproject.toml",
"setup.py"
],
"ecosystems": [
"crates",
"pypi"
],
"dependencies": [
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=5.2"
},
{
"name": "pyyaml-ft",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=8.0.0"
},
{
"name": "pyyaml",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=6.0.3"
},
{
"name": "typing-extensions",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "pyyaml",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyyaml-ft",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "aho-corasick",
"direct": false,
"version": "1.0.4",
"ecosystem": "crates"
},
{
"name": "anes",
"direct": false,
"version": "0.1.6",
"ecosystem": "crates"
},
{
"name": "annotate-snippets",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "annotate-snippets",
"direct": false,
"version": "0.11.5",
"ecosystem": "crates"
},
{
"name": "anstyle",
"direct": false,
"version": "1.0.10",
"ecosystem": "crates"
},
{
"name": "autocfg",
"direct": false,
"version": "1.1.0",
"ecosystem": "crates"
},
{
"name": "bumpalo",
"direct": false,
"version": "3.12.0",
"ecosystem": "crates"
},
{
"name": "cast",
"direct": false,
"version": "0.3.0",
"ecosystem": "crates"
},
{
"name": "cfg-if",
"direct": false,
"version": "1.0.0",
"ecosystem": "crates"
},
{
"name": "ciborium",
"direct": false,
"version": "0.2.0",
"ecosystem": "crates"
},
{
"name": "ciborium-io",
"direct": false,
"version": "0.2.0",
"ecosystem": "crates"
},
{
"name": "ciborium-ll",
"direct": false,
"version": "0.2.0",
"ecosystem": "crates"
},
{
"name": "clap",
"direct": false,
"version": "4.5.38",
"ecosystem": "crates"
},
{
"name": "clap_builder",
"direct": false,
"version": "4.5.38",
"ecosystem": "crates"
},
{
"name": "clap_lex",
"direct": false,
"version": "0.7.4",
"ecosystem": "crates"
},
{
"name": "criterion",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "criterion",
"direct": false,
"version": "0.6.0",
"ecosystem": "crates"
},
{
"name": "criterion-plot",
"direct": false,
"version": "0.5.0",
"ecosystem": "crates"
},
{
"name": "crossbeam-deque",
"direct": false,
"version": "0.8.1",
"ecosystem": "crates"
},
{
"name": "crossbeam-epoch",
"direct": false,
"version": "0.9.9",
"ecosystem": "crates"
},
{
"name": "crossbeam-utils",
"direct": false,
"version": "0.8.10",
"ecosystem": "crates"
},
{
"name": "difference",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "difference",
"direct": false,
"version": "2.0.0",
"ecosystem": "crates"
},
{
"name": "either",
"direct": false,
"version": "1.6.1",
"ecosystem": "crates"
},
{
"name": "equivalent",
"direct": false,
"version": "1.0.1",
"ecosystem": "crates"
},
{
"name": "glob",
"direct": false,
"version": "0.3.0",
"ecosystem": "crates"
},
{
"name": "half",
"direct": false,
"version": "1.8.2",
"ecosystem": "crates"
},
{
"name": "hashbrown",
"direct": false,
"version": "0.14.5",
"ecosystem": "crates"
},
{
"name": "heck",
"direct": false,
"version": "0.5.0",
"ecosystem": "crates"
},
{
"name": "indexmap",
"direct": false,
"version": "2.4.0",
"ecosystem": "crates"
},
{
"name": "indoc",
"direct": false,
"version": "2.0.4",
"ecosystem": "crates"
},
{
"name": "itertools",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "itertools",
"direct": false,
"version": "0.10.5",
"ecosystem": "crates"
},
{
"name": "itertools",
"direct": false,
"version": "0.13.0",
"ecosystem": "crates"
},
{
"name": "itertools",
"direct": false,
"version": "0.14.0",
"ecosystem": "crates"
},
{
"name": "itoa",
"direct": false,
"version": "1.0.2",
"ecosystem": "crates"
},
{
"name": "js-sys",
"direct": false,
"version": "0.3.77",
"ecosystem": "crates"
},
{
"name": "libc",
"direct": false,
"version": "0.2.149",
"ecosystem": "crates"
},
{
"name": "libcst_derive",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "log",
"direct": false,
"version": "0.4.17",
"ecosystem": "crates"
},
{
"name": "memchr",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "memchr",
"direct": false,
"version": "2.7.4",
"ecosystem": "crates"
},
{
"name": "memoffset",
"direct": false,
"version": "0.6.5",
"ecosystem": "crates"
},
{
"name": "memoffset",
"direct": false,
"version": "0.9.0",
"ecosystem": "crates"
},
{
"name": "num-traits",
"direct": false,
"version": "0.2.15",
"ecosystem": "crates"
},
{
"name": "once_cell",
"direct": false,
"version": "1.21.3",
"ecosystem": "crates"
},
{
"name": "oorandom",
"direct": false,
"version": "11.1.3",
"ecosystem": "crates"
},
{
"name": "paste",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "paste",
"direct": false,
"version": "1.0.15",
"ecosystem": "crates"
},
{
"name": "peg",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "peg",
"direct": false,
"version": "0.8.5",
"ecosystem": "crates"
},
{
"name": "peg-macros",
"direct": false,
"version": "0.8.5",
"ecosystem": "crates"
},
{
"name": "peg-runtime",
"direct": false,
"version": "0.8.5",
"ecosystem": "crates"
},
{
"name": "plotters",
"direct": false,
"version": "0.3.7",
"ecosystem": "crates"
},
{
"name": "plotters-backend",
"direct": false,
"version": "0.3.7",
"ecosystem": "crates"
},
{
"name": "plotters-svg",
"direct": false,
"version": "0.3.7",
"ecosystem": "crates"
},
{
"name": "portable-atomic",
"direct": false,
"version": "1.4.3",
"ecosystem": "crates"
},
{
"name": "proc-macro2",
"direct": false,
"version": "1.0.95",
"ecosystem": "crates"
},
{
"name": "pyo3",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "pyo3",
"direct": false,
"version": "0.26.0",
"ecosystem": "crates"
},
{
"name": "pyo3-build-config",
"direct": false,
"version": "0.26.0",
"ecosystem": "crates"
},
{
"name": "pyo3-ffi",
"direct": false,
"version": "0.26.0",
"ecosystem": "crates"
},
{
"name": "pyo3-macros",
"direct": false,
"version": "0.26.0",
"ecosystem": "crates"
},
{
"name": "pyo3-macros-backend",
"direct": false,
"version": "0.26.0",
"ecosystem": "crates"
},
{
"name": "quote",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "quote",
"direct": false,
"version": "1.0.40",
"ecosystem": "crates"
},
{
"name": "rayon",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "rayon",
"direct": false,
"version": "1.11.0",
"ecosystem": "crates"
},
{
"name": "rayon-core",
"direct": false,
"version": "1.13.0",
"ecosystem": "crates"
},
{
"name": "regex",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "regex",
"direct": false,
"version": "1.11.2",
"ecosystem": "crates"
},
{
"name": "regex-automata",
"direct": false,
"version": "0.4.9",
"ecosystem": "crates"
},
{
"name": "regex-syntax",
"direct": false,
"version": "0.8.5",
"ecosystem": "crates"
},
{
"name": "rustversion",
"direct": false,
"version": "1.0.21",
"ecosystem": "crates"
},
{
"name": "ryu",
"direct": false,
"version": "1.0.10",
"ecosystem": "crates"
},
{
"name": "same-file",
"direct": false,
"version": "1.0.6",
"ecosystem": "crates"
},
{
"name": "scopeguard",
"direct": false,
"version": "1.1.0",
"ecosystem": "crates"
},
{
"name": "serde",
"direct": false,
"version": "1.0.208",
"ecosystem": "crates"
},
{
"name": "serde_derive",
"direct": false,
"version": "1.0.208",
"ecosystem": "crates"
},
{
"name": "serde_json",
"direct": false,
"version": "1.0.125",
"ecosystem": "crates"
},
{
"name": "serde_spanned",
"direct": false,
"version": "0.6.7",
"ecosystem": "crates"
},
{
"name": "syn",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "syn",
"direct": false,
"version": "2.0.101",
"ecosystem": "crates"
},
{
"name": "target-lexicon",
"direct": false,
"version": "0.13.2",
"ecosystem": "crates"
},
{
"name": "target-triple",
"direct": false,
"version": "0.1.4",
"ecosystem": "crates"
},
{
"name": "termcolor",
"direct": false,
"version": "1.1.3",
"ecosystem": "crates"
},
{
"name": "thiserror",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "thiserror",
"direct": false,
"version": "2.0.12",
"ecosystem": "crates"
},
{
"name": "thiserror-impl",
"direct": false,
"version": "2.0.12",
"ecosystem": "crates"
},
{
"name": "tinytemplate",
"direct": false,
"version": "1.2.1",
"ecosystem": "crates"
},
{
"name": "toml",
"direct": false,
"version": "0.8.19",
"ecosystem": "crates"
},
{
"name": "toml_datetime",
"direct": false,
"version": "0.6.8",
"ecosystem": "crates"
},
{
"name": "toml_edit",
"direct": false,
"version": "0.22.20",
"ecosystem": "crates"
},
{
"name": "trybuild",
"direct": false,
"version": null,
"ecosystem": "crates"
},
{
"name": "trybuild",
"direct": false,
"version": "1.0.105",
"ecosystem": "crates"
},
{
"name": "unicode-ident",
"direct": false,
"version": "1.0.18",
"ecosystem": "crates"
},
{
"name": "unicode-width",
"direct": false,
"version": "0.2.0",
"ecosystem": "crates"
},
{
"name": "unindent",
"direct": false,
"version": "0.2.3",
"ecosystem": "crates"
},
{
"name": "walkdir",
"direct": false,
"version": "2.3.2",
"ecosystem": "crates"
},
{
"name": "wasm-bindgen",
"direct": false,
"version": "0.2.100",
"ecosystem": "crates"
},
{
"name": "wasm-bindgen-backend",
"direct": false,
"version": "0.2.100",
"ecosystem": "crates"
},
{
"name": "wasm-bindgen-macro",
"direct": false,
"version": "0.2.100",
"ecosystem": "crates"
},
{
"name": "wasm-bindgen-macro-support",
"direct": false,
"version": "0.2.100",
"ecosystem": "crates"
},
{
"name": "wasm-bindgen-shared",
"direct": false,
"version": "0.2.100",
"ecosystem": "crates"
},
{
"name": "web-sys",
"direct": false,
"version": "0.3.77",
"ecosystem": "crates"
},
{
"name": "winapi",
"direct": false,
"version": "0.3.9",
"ecosystem": "crates"
},
{
"name": "winapi-i686-pc-windows-gnu",
"direct": false,
"version": "0.4.0",
"ecosystem": "crates"
},
{
"name": "winapi-util",
"direct": false,
"version": "0.1.5",
"ecosystem": "crates"
},
{
"name": "winapi-x86_64-pc-windows-gnu",
"direct": false,
"version": "0.4.0",
"ecosystem": "crates"
},
{
"name": "winnow",
"direct": false,
"version": "0.6.18",
"ecosystem": "crates"
}
],
"collected": true,
"truncated": false,
"total_count": 113,
"direct_count": 3,
"indirect_count": 110
}
},
"maintainership": {
"issues": {
"open_prs": 39,
"merged_prs": 825,
"open_issues": 130,
"closed_ratio": 0.649,
"closed_issues": 240,
"closed_unmerged_prs": 193
},
"bus_factor": 3,
"top_contributors": [
{
"type": "User",
"login": "jimmylai",
"commits": 220,
"avatar_url": "https://avatars.githubusercontent.com/u/3840867?u=607243e41fc780a79d18599718e95648f500c90c&v=4"
},
{
"type": "User",
"login": "zsol",
"commits": 186,
"avatar_url": "https://avatars.githubusercontent.com/u/66740?u=ecd19aa2e680ad56fb921430e8edab1dcc7c7285&v=4"
},
{
"type": "Bot",
"login": "dependabot[bot]",
"commits": 145,
"avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
},
{
"type": "User",
"login": "bgw",
"commits": 63,
"avatar_url": "https://avatars.githubusercontent.com/u/180404?u=173ad1ea67d85272782c3b8d3ae2cf5cbbb2199f&v=4"
},
{
"type": "User",
"login": "stroxler",
"commits": 41,
"avatar_url": "https://avatars.githubusercontent.com/u/966970?u=dedb5ce9fc5128841f5a36434833c8f93845229f&v=4"
},
{
"type": "User",
"login": "thatch",
"commits": 28,
"avatar_url": "https://avatars.githubusercontent.com/u/49834?u=8d741cf63f1cd077c1c8a1b55871d9d38df67642&v=4"
},
{
"type": "User",
"login": "Kronuz",
"commits": 25,
"avatar_url": "https://avatars.githubusercontent.com/u/56894?u=c4636af89bea7ef1723cf0421f51eae8470532db&v=4"
},
{
"type": "User",
"login": "amyreese",
"commits": 13,
"avatar_url": "https://avatars.githubusercontent.com/u/6444?u=fe0dffd72b1152e9781c806d21f1708adb4eaaa7&v=4"
},
{
"type": "User",
"login": "MapleCCC",
"commits": 11,
"avatar_url": "https://avatars.githubusercontent.com/u/25131775?u=15391a378069e45976c06abcef6784d66aca71cf&v=4"
},
{
"type": "User",
"login": "drinkmorewaterr",
"commits": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/48778384?u=912824788111f98e12f39b3ac0ae02782fceb481&v=4"
}
],
"contributors_sampled": 97,
"top_contributor_share": 0.238
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"build.yml",
"ci.yml",
"pypi_upload.yml",
"zizmor.yml"
],
"has_docs_dir": true,
"linter_configs": [
".flake8"
],
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [
"Cargo.lock",
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 9,
"reason": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 5,
"reason": "Found 13/22 approved changesets -- score normalized to 5",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 26 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 10,
"reason": "project is fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 9,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 1,
"reason": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 9,
"reason": "SAST tool is not run on all commits -- score normalized to 9",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 9,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "63 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "00bb83d93d8cfb3c88f7c01aa314c63a704117b3",
"ran_at": "2026-07-17T00:57:54Z",
"aggregate_score": 6.2,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": true
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/Instagram/LibCST",
"host": "github.com",
"name": "LibCST",
"owner": "Instagram"
},
"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"security": 62,
"vitality": 63,
"community": 88,
"governance": 77,
"engineering": 85
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 63,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"commits_last_year": 29,
"human_commit_share": null,
"days_since_last_push": 9,
"active_weeks_last_year": 14
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 9 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 9
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "14/52 weeks with commits",
"points": 9.7,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 14
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "29 commits in the last year",
"points": 13.3,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 29
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 78,
"inputs": {
"releases_count": 48,
"latest_release_tag": "v1.8.6",
"releases_from_tags": false,
"days_since_latest_release": 255,
"mean_days_between_releases": 43.3
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "48 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 48
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 255 days ago",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 255
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~43.3 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 43.3
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "no_commit_sample",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "excellent",
"name": "Community & Adoption",
"value": 88,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"forks": 228,
"stars": 1925,
"watchers": 40,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,925 stars",
"points": 53.3,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1925
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "228 forks",
"points": 19.6,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 228
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "40 watchers",
"points": 8.8,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 40
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 86,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"packages": [
"libcst"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 58639810
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "58,639,810 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 58639810,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 77,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"bus_factor": 3,
"contributors_sampled": 97,
"top_contributor_share": 0.238
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "3 contributor(s) cover half of all commits",
"points": 36,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 3
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 24% of commits",
"points": 17.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 24
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "97 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 97
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 26 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"merged_prs": 825,
"open_issues": 130,
"closed_issues": 240,
"issue_closed_ratio": 0.649,
"closed_unmerged_prs": 193
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "65% of issues closed",
"points": 30.3,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 65
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "825/1018 decided PRs merged",
"points": 31,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 825,
"decided": 1018
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 13/22 approved changesets -- score normalized to 5",
"points": 7.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 74,
"inputs": {
"followers": 1015,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "Instagram",
"public_repos": 27,
"account_age_days": 5671
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "1,015 followers of Instagram",
"points": 21.6,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1015,
"login": "Instagram"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "27 public repos, account ~15 yr old",
"points": 22.5,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 27
}
},
{
"code": "account_age_years",
"params": {
"years": 15
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 91,
"inputs": {
"packages": [
"libcst"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 255
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 255 days ago",
"points": 26,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 255
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "65 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 65
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 85,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 88,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": ".flake8",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
"points": 18,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"topics": [],
"has_wiki": false,
"homepage": "https://libcst.readthedocs.io/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://libcst.readthedocs.io/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 62,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 62,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 6.2
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "28 out of 30 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 13/22 approved changesets -- score normalized to 5",
"points": 3.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 26 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": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is fuzzed",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
"points": 0.8,
"status": "partial",
"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 9",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 4.5,
"status": "partial",
"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": "63 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"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": "at_risk",
"name": "AI Readiness",
"value": 45,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"Cargo.lock",
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"libcst/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": ".flake8",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "libcst/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "libcst/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"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": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 586792,
"source_files_sampled": 374,
"oversized_source_files": 11
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (libcst/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "libcst/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "11/374 source files over 60KB",
"points": 53.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 374,
"oversized": 11
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"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": "notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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": "2026-07-17T00:58:21.969649Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/Instagram/LibCST.svg",
"full_name": "Instagram/LibCST",
"license_state": "custom",
"license_spdx": null
}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.