User-friendly tools for accessing paths, metadata and assets related to AIND sessions
AllenNeuralDynamics/aind-session має індекс здоров’я 50 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (69/100), найнижчий — Community & Adoption (33/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
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.
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.
За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| PyPI | aind-session | 0.3.25 | - | 52 | 0 днів тому |
Чи живий проєкт — чи пишеться код і чи виходять релізи?
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 3.5/36 | Ритм комітів — 5/52 тижнів із комітами |
| 13/18 | Обсяг комітів — 27 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 18 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 27 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 5 |
| 16.2/27 | Випускає релізи — 48 тегів версій (без релізів GitHub) |
| 36/36 | Свіжість релізів — останній реліз 0 дн. тому |
| 19.8/27 | Ритм релізів — реліз кожні ~65,1 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
| releases_count | 48 |
| latest_release_tag | v0.3.25 |
| releases_from_tags | так |
| days_since_latest_release | 0 |
| mean_days_between_releases | 65,1 |
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
| 0/60 | Зірки — 1 зірок |
| 0/25 | Форки — 0 форків |
| 0/15 | Спостерігачі — 2 спостерігачів |
| forks | 0 |
| stars | 1 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 18/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 0.5/22.5 | Розподіл комітів — головний контриб’ютор — автор 98% комітів |
| 4.1/13.5 | Широта контриб’юторів — 3 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0,98 |
| 38.2/46.8 | Вирішення issue — закрито 82% issue |
| 19.1/38.3 | Прийняття PR — злито 2/4 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
| merged_prs | 2 |
| open_issues | 2 |
| closed_issues | 9 |
| issue_closed_ratio | 0,818 |
| closed_unmerged_prs | 2 |
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 16.2/25 | Охоплення власника — 180 підписників у AllenNeuralDynamics |
| 22.3/25 | Послужний список — 668 публічних репозиторіїв, вік облікового запису ~4 р. |
| followers | 180 |
| owner_type | Organization |
| is_verified | — |
| owner_login | AllenNeuralDynamics |
| public_repos | 668 |
| account_age_days | 1 692 |
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 0 дн. тому |
| 20/20 | Історія версій — 52 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
| packages | aind-session |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 0 |
Чи наявні базові інженерні практики та документація?
| 24/24 | Процеси CI — 3 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
| 30/30 | README |
| 0/25 | Каталог документації |
| 0/15 | Сайт документації / домашня сторінка |
| 10/10 | Опис репозиторію |
| 0/10 | Теми |
| 0/10 | Wiki |
| topics | — |
| has_wiki | ні |
| homepage | — |
| has_readme | так |
| has_docs_dir | ні |
| has_description | так |
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| 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 — 18 commit(s) and 0 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 |
| 6/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 53 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3,9 |
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.
| 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 |
| has_llms_txt | ні |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — src/aind_session/py.typed |
| 10/10 | Відтворюване середовище — lockfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 0/8 | Автоматизоване супроводження — немає даних |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | ні |
| has_tests | так |
| lockfiles | uv.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | src/aind_session/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 27/45 | Типізований код — Python з конфігурацією перевірки типів (src/aind_session/py.typed) |
| 55/55 | Керовані розміри файлів — 0/15 файлів вихідного коду понад 60 КБ |
| primary_language | Python |
| largest_source_bytes | 43 938 |
| source_files_sampled | 15 |
| oversized_source_files | 0 |
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 1 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/29 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 3 contributing companies or organizations -- score normalized to 10 |
| 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 | 18 commit(s) and 0 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 |
| 8 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 53 existing vulnerabilities detected |
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | codeocean | ==0.12.0 | pyproject.toml |
| PyPI | npc-io | >=0.1.30 | pyproject.toml |
| PyPI | npc-session | >=0.1.39 | pyproject.toml |
| PyPI | aind-data-access-api | >=1.2.2 | pyproject.toml |
| PyPI | tzdata | >=2024.2 | pyproject.toml |
| PyPI | aind-codeocean-pipeline-monitor | >=0.5.2 | pyproject.toml |
Повний розв'язаний набір залежностей із графа залежностей GitHub: 6 прямих і 92 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | aind-codeocean-pipeline-monitor | 0.6.0 | пряма |
| PyPI | aind-data-access-api | 1.2.2 | пряма |
| PyPI | codeocean | 0.12.0 | пряма |
| PyPI | npc-io | 0.1.32 | пряма |
| PyPI | npc-session | 0.1.40 | пряма |
| PyPI | tzdata | 2025.1 | пряма |
| PyPI | aind-session | 0.3.25 | непряма |
| PyPI | aiobotocore | 2.7.0 | непряма |
| PyPI | aiohappyeyeballs | 2.4.6 | непряма |
| PyPI | aiohttp | 3.11.12 | непряма |
| PyPI | aioitertools | 0.12.0 | непряма |
| PyPI | aiosignal | 1.3.2 | непряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anyio | 4.9.0 | непряма |
| PyPI | appdirs | 1.4.4 | непряма |
| PyPI | async-timeout | 5.0.1 | непряма |
| PyPI | attrs | 25.1.0 | непряма |
| PyPI | backports-strenum | 1.3.1 | непряма |
| PyPI | bcrypt | 4.3.0 | непряма |
| PyPI | black | 25.1.0 | непряма |
| PyPI | boto3 | 1.28.17 | непряма |
| PyPI | botocore | 1.31.64 | непряма |
| PyPI | bracex | 2.5.post1 | непряма |
| PyPI | bump-my-version | 1.2.0 | непряма |
| PyPI | certifi | 2025.1.31 | непряма |
| PyPI | cffi | 1.17.1 | непряма |
| PyPI | charset-normalizer | 3.4.1 | непряма |
| PyPI | click | 8.1.8 | непряма |
| PyPI | click | 8.2.1 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | coverage | 7.9.0 | непряма |
| PyPI | crc32c | 2.7.1 | непряма |
| PyPI | cryptography | 45.0.4 | непряма |
| PyPI | dataclasses-json | 0.6.7 | непряма |
| PyPI | dnspython | 2.7.0 | непряма |
| PyPI | exceptiongroup | 1.3.0 | непряма |
| PyPI | frozenlist | 1.5.0 | непряма |
| PyPI | fsspec | 2025.2.0 | непряма |
| PyPI | git-changelog | 2.5.3 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx | 0.28.1 | непряма |
| PyPI | idna | 3.10 | непряма |
| PyPI | iniconfig | 2.1.0 | непряма |
| PyPI | isort | 6.0.1 | непряма |
| PyPI | jinja2 | 3.1.6 | непряма |
| PyPI | jmespath | 1.0.1 | непряма |
| PyPI | markdown-it-py | 3.0.0 | непряма |
| PyPI | markupsafe | 3.0.2 | непряма |
| PyPI | marshmallow | 3.26.1 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | multidict | 6.1.0 | непряма |
| PyPI | mypy | 1.16.0 | непряма |
| PyPI | mypy-extensions | 1.0.0 | непряма |
| PyPI | packaging | 24.2 | непряма |
| PyPI | paramiko | 3.5.1 | непряма |
| PyPI | pastel | 0.2.1 | непряма |
| PyPI | pathspec | 0.12.1 | непряма |
| PyPI | platformdirs | 4.3.8 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | poethepoet | 0.35.0 | непряма |
| PyPI | prompt-toolkit | 3.0.51 | непряма |
| PyPI | propcache | 0.2.1 | непряма |
| PyPI | pycparser | 2.22 | непряма |
| PyPI | pydantic | 2.10.6 | непряма |
| PyPI | pydantic-core | 2.27.2 | непряма |
| PyPI | pydantic-settings | 2.7.1 | непряма |
| PyPI | pygments | 2.19.1 | непряма |
| PyPI | pymongo | 4.3.3 | непряма |
| PyPI | pynacl | 1.5.0 | непряма |
| PyPI | pytest | 8.4.0 | непряма |
| PyPI | pytest-cov | 6.2.1 | непряма |
| PyPI | python-dateutil | 2.9.0.post0 | непряма |
| PyPI | python-dotenv | 1.0.1 | непряма |
| PyPI | pyyaml | 6.0.2 | непряма |
| PyPI | questionary | 2.1.0 | непряма |
| PyPI | requests | 2.32.3 | непряма |
| PyPI | requests-toolbelt | 1.0.0 | непряма |
| PyPI | rich | 14.0.0 | непряма |
| PyPI | rich-click | 1.8.9 | непряма |
| PyPI | ruff | 0.11.13 | непряма |
| PyPI | s3fs | 2025.2.0 | непряма |
| PyPI | s3transfer | 0.6.2 | непряма |
| PyPI | semver | 3.0.4 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | sniffio | 1.3.1 | непряма |
| PyPI | sshtunnel | 0.4.0 | непряма |
| PyPI | tomli | 2.2.1 | непряма |
| PyPI | tomlkit | 0.13.3 | непряма |
| PyPI | typing-extensions | 4.12.2 | непряма |
| PyPI | typing-inspect | 0.9.0 | непряма |
| PyPI | universal-pathlib | 0.1.4 | непряма |
| PyPI | urllib3 | 1.26.20 | непряма |
| PyPI | urllib3 | 2.0.7 | непряма |
| PyPI | wcmatch | 10.0 | непряма |
| PyPI | wcwidth | 0.2.13 | непряма |
| PyPI | wrapt | 1.17.2 | непряма |
| PyPI | yarl | 1.18.3 | непряма |
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"updated_at": "2026-07-20T02:18:49Z",
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"Programming Language :: Python :: 3.11",
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"first_published_at": "2024-08-15T04:58:27.465829Z",
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"latest_version_yanked": null,
"days_since_latest_publish": 0
}
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"popularity": {
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"watchers": 2,
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"ai_readiness": {
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"example_dirs": [],
"has_llms_txt": false,
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"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
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}
]
},
{
"key": "release_discipline",
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"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"
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 80,
"inputs": {
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"latest_release_tag": "v0.3.25",
"releases_from_tags": true,
"days_since_latest_release": 0,
"mean_days_between_releases": 65.1
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"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "48 version tags (no GitHub releases)",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "version_tags_no_releases",
"params": {
"count": 48
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}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
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}
],
"max_points": 36
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{
"key": "release_cadence",
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"detail": "a release every ~65.1 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 65.1
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}
],
"max_points": 27
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{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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}
],
"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,
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"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": "at_risk",
"name": "Community & Adoption",
"value": 33,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 1,
"inputs": {
"forks": 0,
"stars": 1,
"watchers": 2,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1 stars",
"points": 0,
"status": "missed",
"details": [
{
"code": "stars",
"params": {
"count": 1
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 0
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
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"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 2
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
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},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
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}
],
"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": 0,
"status": "missed",
"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": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 58,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 24,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 3,
"top_contributor_share": 0.98
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
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}
],
"max_points": 54
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{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 98% of commits",
"points": 0.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 98
}
}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "3 contributors",
"points": 4.1,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 3
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}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 3 contributing companies or organizations -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"merged_prs": 2,
"open_issues": 2,
"closed_issues": 9,
"issue_closed_ratio": 0.818,
"closed_unmerged_prs": 2
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "82% of issues closed",
"points": 38.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 82
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "2/4 decided PRs merged",
"points": 19.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 2,
"decided": 4
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"followers": 180,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "AllenNeuralDynamics",
"public_repos": 668,
"account_age_days": 1692
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"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": "180 followers of AllenNeuralDynamics",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 180,
"login": "AllenNeuralDynamics"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "668 public repos, account ~4 yr old",
"points": 22.3,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 668
}
},
{
"code": "account_age_years",
"params": {
"years": 4
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"aind-session"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"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"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "52 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 52
}
}
],
"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": "at_risk",
"name": "Engineering Quality",
"value": 45,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "at_risk",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 48,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "3 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 3
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}
],
"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": null,
"points": 0,
"status": "missed",
"details": [],
"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": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "at_risk",
"name": "Documentation",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"topics": [],
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"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"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": "at_risk",
"name": "Security",
"value": 39,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 39,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.9
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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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 0/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 3 contributing companies or organizations -- score normalized to 10",
"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": "18 commit(s) and 0 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",
"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 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "53 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": 2
},
"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": 39,
"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": [
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]
}
},
{
"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, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"automated_maintenance"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
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}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 v0.15.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.