DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
deepspeedai/DeepSpeed має індекс здоров’я 85 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (100/100), найнижчий — Security (52/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 6 учасників.
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 | deepspeed | 0.19.2 | 1 253 553 | 127 | 34 дні тому |
Чи живий проєкт — чи пишеться код і чи виходять релізи?
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 36/36 | Ритм комітів — 52/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 390 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — немає даних |
| commits_last_year | 390 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
| 27/27 | Випускає релізи — опубліковано 100 релізів |
| 36/36 | Свіжість релізів — останній реліз 34 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~21 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
| releases_count | 100 |
| latest_release_tag | v0.19.2 |
| releases_from_tags | ні |
| days_since_latest_release | 34 |
| mean_days_between_releases | 21 |
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
| 60/60 | Зірки — 42 747 зірок |
| 25/25 | Форки — 4 895 форків |
| 14.2/15 | Спостерігачі — 360 спостерігачів |
| forks | 4 895 |
| stars | 42 747 |
| watchers | 360 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | 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 | так |
| has_pull_request_template | ні |
| 80/80 | Щомісячні завантаження — 1 253 553 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
| packages | deepspeed |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 1 253 553 |
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
| 48.6/54 | Бас-фактор — на 6 контриб’ютор(ів) припадає половина всіх комітів |
| 18.7/22.5 | Розподіл комітів — головний контриб’ютор — автор 17% комітів |
| 13.5/13.5 | Широта контриб’юторів — 100 контриб’юторів |
| 0/10 | OpenSSF Scorecard: Contributors — немає даних |
| bus_factor | 6 |
| contributors_sampled | 100 |
| top_contributor_share | 0,169 |
| 30.5/46.8 | Вирішення issue — закрито 65% issue |
| 31.9/38.3 | Прийняття PR — злито 3 101/3 716 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — немає даних |
| merged_prs | 3 101 |
| open_issues | 1 164 |
| closed_issues | 2 188 |
| issue_closed_ratio | 0,653 |
| closed_unmerged_prs | 615 |
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 18.7/25 | Охоплення власника — 399 підписників у deepspeedai |
| 17.6/25 | Послужний список — 6 публічних репозиторіїв, вік облікового запису ~5 р. |
| followers | 399 |
| owner_type | Organization |
| is_verified | — |
| owner_login | deepspeedai |
| public_repos | 6 |
| account_age_days | 2 082 |
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 34 дн. тому |
| 20/20 | Історія версій — 127 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
| packages | deepspeed |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 34 |
Чи наявні базові інженерні практики та документація?
| 24/24 | Процеси CI — 30 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — .flake8, .pylintrc |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — немає даних |
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://www.deepspeed.ai/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 13 тем |
| 0/10 | Wiki |
| topics | deep-learning, pytorch, gpu, machine-learning, billion-parameters, data-parallelism, model-parallelism, inference, pipeline-parallelism, compression, mixture-of-experts, trillion-parameters, zero |
| has_wiki | ні |
| homepage | https://www.deepspeed.ai/ |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
| 30/30 | Політика безпеки (SECURITY.md) |
| 0/25 | Конфігурація Dependabot |
| 0/25 | Файли фіксації залежностей — опублікована бібліотека — lockfile є справою застосунків, не очікується |
| 0/20 | Процес CodeQL |
| source | file_signals |
| lockfiles | — |
| manifests | docs/Gemfile, requirements/requirements-1bit-mpi.txt, requirements/requirements-autotuning-ml.txt, requirements/requirements-autotuning.txt, requirements/requirements-cpu.txt, requirements/requirements-deepcompile.txt, requirements/requirements-dev.txt, requirements/requirements-inf.txt, requirements/requirements-readthedocs.txt, requirements/requirements-sd.txt, requirements/requirements-sparse_attn.txt, requirements/requirements-sparse_pruning.txt, requirements/requirements-torchembed.txt, requirements/requirements-triton.txt, requirements/requirements.txt, setup.cfg, setup.py |
| has_codeql_workflow | ні |
| has_security_policy | так |
| has_dependabot_config | ні |
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 15 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
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.
| 45/45 | Інструкції для агентів — AGENTS.md, CLAUDE.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 0/40 | Читабельна історія комітів — немає даних |
| has_llms_txt | ні |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 2 031 |
| 18/18 | Розгортання однією командою — Makefile, docs/code-docs/Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — .flake8, .pylintrc |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — Dockerfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 0/8 | Автоматизоване супроводження — немає даних |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — немає даних |
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | Makefile, docs/code-docs/Makefile |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 54.4/55 | Керовані розміри файлів — 14/1 258 файлів вихідного коду понад 60 КБ |
| primary_language | Python |
| largest_source_bytes | 279 279 |
| source_files_sampled | 1 258 |
| oversized_source_files | 14 |
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 0/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples |
| example_dirs | examples |
| has_mcp_signal | ні |
| api_schema_files | — |
Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 58 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | accelerate | — | непряма |
| PyPI | autodoc-pydantic | — | непряма |
| PyPI | clang-format | 18.1.3 | непряма |
| PyPI | comet-ml | — | непряма |
| PyPI | deepspeed-kernels | — | непряма |
| PyPI | diffusers | — | непряма |
| PyPI | docutils | — | непряма |
| PyPI | einops | — | непряма |
| PyPI | future | — | непряма |
| PyPI | — | непряма | |
| PyPI | hjson | — | непряма |
| PyPI | importlib-metadata | — | непряма |
| PyPI | lm-eval | 0.3.0 | непряма |
| PyPI | mpi4py | — | непряма |
| PyPI | msgpack | — | непряма |
| PyPI | mup | — | непряма |
| PyPI | neural-compressor | 2.1.0 | непряма |
| PyPI | ninja | — | непряма |
| PyPI | numpy | — | непряма |
| PyPI | packaging | — | непряма |
| PyPI | pre-commit | — | непряма |
| PyPI | protobuf | — | непряма |
| PyPI | psutil | — | непряма |
| PyPI | py-cpuinfo | — | непряма |
| PyPI | pydantic | — | непряма |
| PyPI | pytest | — | непряма |
| PyPI | pytest-forked | — | непряма |
| PyPI | pytest-randomly | — | непряма |
| PyPI | pytest-xdist | — | непряма |
| PyPI | qtorch | — | непряма |
| PyPI | qtorch | 0.3.0 | непряма |
| PyPI | recommonmark | — | непряма |
| PyPI | safetensors | — | непряма |
| PyPI | scipy | — | непряма |
| PyPI | sentencepiece | — | непряма |
| PyPI | sphinx | — | непряма |
| PyPI | sphinx-rtd-theme | — | непряма |
| PyPI | tabulate | — | непряма |
| PyPI | tensorboard | — | непряма |
| PyPI | torch | — | непряма |
| PyPI | torchembed | — | непряма |
| PyPI | torchvision | — | непряма |
| PyPI | tqdm | — | непряма |
| PyPI | transformers | — | непряма |
| PyPI | triton | — | непряма |
| PyPI | triton | 1.0.0 | непряма |
| PyPI | triton | 2.1.0 | непряма |
| PyPI | wandb | — | непряма |
| PyPI | xgboost | — | непряма |
| RubyGems | github-pages | — | непряма |
| RubyGems | jekyll-feed | — | непряма |
| RubyGems | jekyll-include-cache | — | непряма |
| RubyGems | jekyll-paginate | — | непряма |
| RubyGems | jekyll-remote-theme | — | непряма |
| RubyGems | minimal-mistakes-jekyll | — | непряма |
| RubyGems | tzinfo | — | непряма |
| RubyGems | tzinfo-data | — | непряма |
| RubyGems | webrick | — | непряма |
Встановлення pypi:deepspeed@0.19.2 тягне 15 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
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"api_schema_files": [],
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"typecheck_configs": [],
"largest_source_bytes": 279279,
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"dependencies": {
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"name": "diffusers",
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{
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"direct": false,
"version": null,
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"direct": false,
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"code": "packages_published",
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{
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"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
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"weight": 0.2,
"metrics": [
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"note": null,
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"inputs": {
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"pipeline-parallelism",
"compression",
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"has_docs_dir": true,
"has_description": true
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{
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{
"key": "topics",
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},
{
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"metrics": [
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}
},
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"params": {}
}
],
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"inputs": {
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"lockfiles": [],
"manifests": [
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"requirements/requirements-1bit-mpi.txt",
"requirements/requirements-autotuning-ml.txt",
"requirements/requirements-autotuning.txt",
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"requirements/requirements-deepcompile.txt",
"requirements/requirements-dev.txt",
"requirements/requirements-inf.txt",
"requirements/requirements-readthedocs.txt",
"requirements/requirements-sd.txt",
"requirements/requirements-sparse_attn.txt",
"requirements/requirements-sparse_pruning.txt",
"requirements/requirements-torchembed.txt",
"requirements/requirements-triton.txt",
"requirements/requirements.txt",
"setup.cfg",
"setup.py"
],
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": false
},
"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
"detail": null,
"points": 30,
"status": "met",
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"max_points": 30
},
{
"key": "dependabot_config",
"name": "Dependabot config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "dependency_lockfiles",
"name": "Dependency lockfiles",
"detail": "published library — lockfiles are an application concern, not expected",
"points": 0,
"status": "excluded",
"details": [
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"code": "lockfiles_not_expected",
"params": {}
}
],
"max_points": 25
},
{
"key": "codeql_workflow",
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"points": 0,
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"details": [],
"max_points": 20
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:deepspeed@0.19.2 runtime dependency closure — what installing the published package pulls in — 15 packages. Reachability is not analyzed.",
"notes": [
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"params": {
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]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
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}
},
{
"code": "advisories_reachability",
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}
],
"value": 100,
"inputs": {
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}
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{
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}
],
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}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"red_flag": false,
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"direct_malicious_packages": 0,
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"installable_malicious_packages": 0
},
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}
],
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}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 11
},
"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": "good",
"name": "AI Readiness",
"value": 71,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
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"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
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}
},
{
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}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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},
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],
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]
},
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},
"components": [
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},
{
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},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
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"inputs": {
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{
"key": "mcp_server",
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},
{
"key": "runnable_examples",
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],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
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},
"warnings": [
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],
"report_type": "repository",
"generated_at": "2026-07-21T01:24:38.970063Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/deepspeedai/DeepSpeed.svg",
"full_name": "deepspeedai/DeepSpeed",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.
Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.16.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.