Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.11.0 · метрики 1.13.0 · 2026-07-14 22:34 UTC
neelnanda-io / TransformerLens
A library for mechanistic interpretability of GPT-style language models
neelnanda-io/TransformerLens має індекс здоров’я 76 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (96/100), найнижчий — Security (45/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 3 учасники.
76
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.
76
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
TransformerLensOrgОрганізація
89 підписників3 публічні репозиторіїз трав. 2024 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 | transformer-lens | 3.5.1 | 87 936 | 70 | 12 днів тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
96
Активність розробки
94Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 30.5/36 | Ритм комітів — 44/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 479 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 479 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 44 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 80 релізів |
| 36/36 | Свіжість релізів — останній реліз 13 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~12,2 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 80 |
| latest_release_tag | v3.5.1 |
| releases_from_tags | ні |
| days_since_latest_release | 13 |
| mean_days_between_releases | 12,2 |
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?
76
Популярність і впровадження
89Відмінний
Як обчислюється оцінка
| 57.8/60 | Зірки — 3 674 зірок |
| 23.3/25 | Форки — 632 форків |
| 7.7/15 | Спостерігачі — 25 спостерігачів |
Використані вхідні дані
| forks | 632 |
| stars | 3 674 |
| watchers | 25 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
57Помірний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 0/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | так |
Як обчислюється оцінка
| 65.9/80 | Щомісячні завантаження — 87 936 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | transformer-lens |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 87 936 |
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?
76
Як обчислюється оцінка
| 36/54 | Бас-фактор — на 3 контриб’ютор(ів) припадає половина всіх комітів |
| 17.6/22.5 | Розподіл комітів — головний контриб’ютор — автор 22% комітів |
| 13.5/13.5 | Широта контриб’юторів — 100 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0,219 |
Реактивність на issue та PR
80Добрий
Як обчислюється оцінка
| 0/46.8 | Вирішення issue — немає issue або даних |
| 0/38.3 | Прийняття PR — немає вирішених pull request-ів або даних |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 25/30 approved changesets -- score normalized to 8 |
Використані вхідні дані
| merged_prs | — |
| open_issues | — |
| closed_issues | — |
| issue_closed_ratio | — |
| closed_unmerged_prs | — |
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue, Прийняття PR. Залишкові ваги перенормовано.
Власність та опіка
53Помірний
Як обчислюється оцінка
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 14.1/25 | Охоплення власника — 89 підписників у TransformerLensOrg |
| 8.7/25 | Послужний список — 3 публічних репозиторіїв, вік облікового запису ~2 р. |
Використані вхідні дані
| followers | 89 |
| owner_type | Organization |
| is_verified | — |
| owner_login | TransformerLensOrg |
| public_repos | 3 |
| account_age_days | 796 |
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 12 дн. тому |
| 20/20 | Історія версій — 70 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | transformer-lens |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 12 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
77
Інженерні практики
68Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 2 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Документація
90Відмінний
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://transformerlensorg.github.io/TransformerLens/ |
| 10/10 | Опис репозиторію |
| 0/10 | Теми |
| 10/10 | Wiki |
Використані вхідні дані
| topics | — |
| has_wiki | так |
| homepage | https://transformerlensorg.github.io/TransformerLens/ |
| 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?
45
Стан безпеки
45У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — немає даних |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 25/30 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 16 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 28 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 120 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 4,5 |
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. Залишкові ваги перенормовано.
Готовність до ШІ
Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
70
Контекст і настанови для агентів
75Добрий
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — .cursor/rules/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.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/transformerlens.mdc, .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md, transformer_lens/benchmarks/AGENTS.md, transformer_lens/config/AGENTS.md, transformer_lens/model_bridge/sources/AGENTS.md, transformer_lens/model_bridge/supported_architectures/AGENTS.md, transformer_lens/tools/model_registry/AGENTS.md |
| agent_instruction_max_bytes | 22 753 |
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — docs/Makefile, makefile |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — transformer_lens/py.typed |
| 10/10 | Відтворюване середовище — devcontainer, 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 | docs/Makefile, makefile |
| has_devcontainer | так |
| has_linter_config | ні |
| typecheck_configs | transformer_lens/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами, Автоматизоване супроводження. Залишкові ваги перенормовано.
Читабельність коду для моделей
81Добрий
Як обчислюється оцінка
| 27/45 | Типізований код — Python з конфігурацією перевірки типів (transformer_lens/py.typed) |
| 54.3/55 | Керовані розміри файлів — 7/587 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 197 799 |
| source_files_sampled | 587 |
| oversized_source_files | 7 |
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 — demos, notebooks |
Використані вхідні дані
| example_dirs | demos, notebooks |
| has_mcp_signal | ні |
| api_schema_files | — |
Ключові факти
3 674зірок GitHub
100контриб'юторів
479комітів за останні 12 місяців
0днів від останнього пушу
80релізів
3бас-фактор
-відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- Some issue/PR counts unavailable (search API limit); rerun later
Докладніше
OpenSSF Scorecard 4.5 / 10
4.5сукупно
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 |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 25/30 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 16 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 28 issue activity found in the last 90 days -- score normalized to 10 |
| н/д | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 120 existing vulnerabilities detected |
Прямі залежності 22
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | accelerate | >=0.23.0 | pyproject.toml |
| PyPI | beartype | >=0.14.1 | pyproject.toml |
| PyPI | better-abc | >=0.0.3 | pyproject.toml |
| PyPI | datasets | >=2.7.1 | pyproject.toml |
| PyPI | einops | >=0.6.0 | pyproject.toml |
| PyPI | fancy-einsum | >=0.0.3 | pyproject.toml |
| PyPI | huggingface-hub | >=0.23.2 | pyproject.toml |
| PyPI | jaxtyping | >=0.2.11 | pyproject.toml |
| PyPI | numpy | >=1.24 | pyproject.toml |
| PyPI | numpy | >=1.26 | pyproject.toml |
| PyPI | packaging | >=23.0 | pyproject.toml |
| PyPI | pandas | >=1.1.5 | pyproject.toml |
| PyPI | protobuf | >=3.20.0 | pyproject.toml |
| PyPI | rich | >=12.6.0 | pyproject.toml |
| PyPI | sentencepiece | — | pyproject.toml |
| PyPI | torch | >=2.6 | pyproject.toml |
| PyPI | tqdm | >=4.64.1 | pyproject.toml |
| PyPI | transformers-stream-generator | >=0.0.5,<0.1 | pyproject.toml |
| PyPI | transformers | >=5.4.0 | pyproject.toml |
| PyPI | typeguard | >=4.2,<5 | pyproject.toml |
| PyPI | typing-extensions | — | pyproject.toml |
| PyPI | wandb | >=0.13.5 | pyproject.toml |
Усі залежності 328
Повний розв'язаний набір залежностей із графа залежностей GitHub: 21 прямих і 307 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | accelerate | 1.9.0 | пряма |
| PyPI | beartype | 0.14.1 | пряма |
| PyPI | better-abc | 0.0.3 | пряма |
| PyPI | datasets | 4.0.0 | пряма |
| PyPI | einops | 0.8.1 | пряма |
| PyPI | fancy-einsum | 0.0.3 | пряма |
| PyPI | huggingface-hub | 1.15.0 | пряма |
| PyPI | jaxtyping | 0.2.19 | пряма |
| PyPI | numpy | 1.26.4 | пряма |
| PyPI | packaging | 25.0 | пряма |
| PyPI | pandas | 2.3.1 | пряма |
| PyPI | protobuf | 6.31.1 | пряма |
| PyPI | rich | 14.1.0 | пряма |
| PyPI | sentencepiece | 0.2.1 | пряма |
| PyPI | torch | 2.10.0 | пряма |
| PyPI | tqdm | 4.67.1 | пряма |
| PyPI | transformers | 5.8.1 | пряма |
| PyPI | transformers-stream-generator | 0.0.5 | пряма |
| PyPI | typeguard | 4.4.4 | пряма |
| PyPI | typing-extensions | 4.14.1 | пряма |
| PyPI | wandb | 0.21.0 | пряма |
| PyPI | absl-py | 2.4.0 | непряма |
| PyPI | aiofiles | 22.1.0 | непряма |
| PyPI | aiohappyeyeballs | 2.6.1 | непряма |
| PyPI | aiohttp | 3.12.14 | непряма |
| PyPI | aiosignal | 1.4.0 | непряма |
| PyPI | aiosqlite | 0.21.0 | непряма |
| PyPI | alabaster | 0.7.16 | непряма |
| PyPI | annotated-doc | 0.0.4 | непряма |
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Звіт у форматі JSON машиночитний
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"name": "Track record",
"detail": "3 public repos, account ~2 yr old",
"points": 8.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
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},
{
"code": "account_age_years",
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"years": 2
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"transformer-lens"
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"ecosystems": "pypi",
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"min_days_since_publish": 12
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"components": [
{
"key": "published_resolvable",
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"points": 25,
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{
"code": "packages_published",
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"max_points": 25
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{
"key": "publish_recency",
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"points": 35,
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{
"code": "publish_recency",
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{
"key": "version_history",
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"points": 20,
"status": "met",
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{
"code": "published_versions",
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"count": 70
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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],
"max_points": 20
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]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 77,
"weight": 0.2,
"metrics": [
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"key": "engineering_practices",
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"name": "Engineering practices",
"note": null,
"notes": [],
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"inputs": {
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"components": [
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"points": 24,
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"details": [
{
"code": "ci_workflows",
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{
"key": "tests_present",
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{
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"status": "missed",
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{
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{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 20,
"status": "met",
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}
]
},
{
"key": "documentation",
"band": "excellent",
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"note": null,
"notes": [],
"value": 90,
"inputs": {
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"has_docs_dir": true,
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"components": [
{
"key": "readme",
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"detail": null,
"points": 30,
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"max_points": 30
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{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
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"max_points": 25
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{
"key": "documentation_homepage_site",
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{
"key": "repository_description",
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{
"key": "topics",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
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"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"value": 45,
"weight": 0.16,
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
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]
}
},
{
"code": "weights_renormalized",
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}
],
"value": 45,
"inputs": {
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},
"components": [
{
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},
{
"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,
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"code": "no_data",
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],
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},
{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 2.5,
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 25/30 approved changesets -- score normalized to 8",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 16 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 28 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
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"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
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"max_points": 5
},
{
"key": "security_policy",
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"points": 0,
"status": "missed",
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"max_points": 5
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{
"key": "signed_releases",
"name": "Signed-Releases",
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"points": 0,
"status": "excluded",
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"code": "no_data",
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],
"max_points": 7.5
},
{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 0,
"status": "missed",
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"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": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
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"components": [
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"points": 100,
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"code": "jurisdiction_no_match",
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}
],
"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": "good",
"name": "AI Readiness",
"value": 70,
"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": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
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"AGENTS.md",
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},
{
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},
{
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},
{
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],
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}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Some issue/PR counts unavailable (search API limit); rerun later"
],
"report_type": "repository",
"generated_at": "2026-07-14T22:34:49.970798Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/neelnanda-io/TransformerLens.svg",
"full_name": "neelnanda-io/TransformerLens",
"license_state": "standard",
"license_spdx": "MIT"
}Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.11.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.