MLeap: Deploy ML Pipelines to Production
combust/mleap має індекс здоров’я 62 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (78/100), найнижчий — Security (1/100). Останнє оновлення було 6 днів тому. Більшість нещодавньої роботи виконують 2 учасники.
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 | mleap | 0.25.1 | 2 229 406 | 23 | 6 днів тому |
Чи живий проєкт — чи пишеться код і чи виходять релізи?
| 36/36 | Свіжість push — останній push 6 дн. тому |
| 4.8/36 | Ритм комітів — 7/52 тижнів із комітами |
| 14.5/18 | Обсяг комітів — 40 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — немає даних |
| commits_last_year | 40 |
| human_commit_share | — |
| days_since_last_push | 6 |
| active_weeks_last_year | 7 |
| 27/27 | Випускає релізи — опубліковано 13 релізів |
| 36/36 | Свіжість релізів — останній реліз 6 дн. тому |
| 12.6/27 | Ритм релізів — реліз кожні ~123,7 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
| releases_count | 13 |
| latest_release_tag | v0.25.1 |
| releases_from_tags | ні |
| days_since_latest_release | 6 |
| mean_days_between_releases | 123,7 |
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
| 51.7/60 | Зірки — 1 539 зірок |
| 20.8/25 | Форки — 317 форків |
| 10/15 | Спостерігачі — 64 спостерігачів |
| forks | 317 |
| stars | 1 539 |
| watchers | 64 |
| 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) |
| 0/18 | 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 | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
| 80/80 | Щомісячні завантаження — 2 229 406 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
| packages | mleap |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2 229 406 |
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
| 25.2/54 | Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів |
| 15.7/22.5 | Розподіл комітів — головний контриб’ютор — автор 30% комітів |
| 13.5/13.5 | Широта контриб’юторів — 72 контриб’юторів |
| 0/10 | OpenSSF Scorecard: Contributors — немає даних |
| bus_factor | 2 |
| contributors_sampled | 72 |
| top_contributor_share | 0,302 |
| 36.6/46.8 | Вирішення issue — закрито 78% issue |
| 33.4/38.3 | Прийняття PR — злито 366/419 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — немає даних |
| merged_prs | 366 |
| open_issues | 104 |
| closed_issues | 375 |
| issue_closed_ratio | 0,783 |
| closed_unmerged_prs | 53 |
| 30/30 | Підтримка власника — у власності організації |
| 0/20 | Верифікований домен |
| 9/25 | Охоплення власника — 17 підписників у combust |
| 21.6/25 | Послужний список — 20 публічних репозиторіїв, вік облікового запису ~10 р. |
| followers | 17 |
| owner_type | Organization |
| is_verified | — |
| owner_login | combust |
| public_repos | 20 |
| account_age_days | 3 884 |
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 6 дн. тому |
| 20/20 | Історія версій — 23 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
| packages | mleap |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 6 |
Чи наявні базові інженерні практики та документація?
| 24/24 | Процеси CI — 2 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера — tox.ini |
| 0/9.6 | 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 | ні |
| 30/30 | README |
| 0/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://combust.github.io/mleap-docs/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 7 тем |
| 10/10 | Wiki |
| topics | scikit-learn, spark, data-pipelines, transformers, tensorflow, scala, python |
| has_wiki | так |
| homepage | https://combust.github.io/mleap-docs/ |
| 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?
| 0/30 | 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 | python/requirements-dev.txt, python/requirements.txt, python/setup.cfg, python/setup.py |
| has_codeql_workflow | ні |
| has_security_policy | ні |
| has_dependabot_config | ні |
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 | — |
| 18/18 | Розгортання однією командою — Makefile, python/Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера — tox.ini |
| 11/11 | Статична перевірка типів — Scala (статично типізована) |
| 10/10 | Відтворюване середовище — devcontainer, 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 | так |
| bootstrap_files | Makefile, python/Makefile |
| has_devcontainer | так |
| has_linter_config | так |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 45/45 | Типізований код — Scala (статично типізована) |
| 55/55 | Керовані розміри файлів — 0/779 файлів вихідного коду понад 60 КБ |
| primary_language | Scala |
| largest_source_bytes | 41 874 |
| source_files_sampled | 779 |
| oversized_source_files | 0 |
| 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 12 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | coverage | — | непряма |
| PyPI | gensim | — | непряма |
| PyPI | ipdb | — | непряма |
| PyPI | numpy | — | непряма |
| PyPI | pandas | — | непряма |
| PyPI | pyspark | 4.1.1 | непряма |
| PyPI | pytest | — | непряма |
| PyPI | pytest-cov | — | непряма |
| PyPI | scikit-learn | — | непряма |
| PyPI | scipy | — | непряма |
| PyPI | six | — | непряма |
| PyPI | urllib3 | 1.26.17 | непряма |
{
"data": {
"repo": {
"topics": [
"scikit-learn",
"spark",
"data-pipelines",
"transformers",
"tensorflow",
"scala",
"python"
],
"is_fork": false,
"size_kb": 3638,
"has_wiki": true,
"homepage": "https://combust.github.io/mleap-docs/",
"languages": {
"Java": 28324,
"Scala": 1565266,
"Shell": 1534,
"Python": 208685,
"Makefile": 1909,
"Dockerfile": 1282
},
"pushed_at": "2026-07-10T20:15:28Z",
"created_at": "2016-08-23T03:51:03Z",
"owner_type": "Organization",
"updated_at": "2026-07-13T20:13:12Z",
"description": "MLeap: Deploy ML Pipelines to Production",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"primary_language": "Scala",
"significant_languages": [
"Scala",
"Python"
]
},
"owner": {
"blog": "www.combust.ml",
"name": "Combust",
"type": "Organization",
"login": "combust",
"company": null,
"location": "San Francisco, CA",
"followers": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/16053266?v=4",
"created_at": "2015-11-28T00:06:56Z",
"is_verified": null,
"public_repos": 20,
"account_age_days": 3884
},
"activity": {
"releases_count": 13,
"commits_last_year": 40,
"latest_release_at": "2026-07-10T19:38:48Z",
"latest_release_tag": "v0.25.1",
"releases_from_tags": false,
"days_since_last_push": 6,
"active_weeks_last_year": 7,
"days_since_latest_release": 6,
"mean_days_between_releases": 123.7
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 37,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "mleap",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"License :: OSI Approved :: Apache Software License",
"Operating System :: OS Independent",
"Programming Language :: Python",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Topic :: Communications :: Chat",
"Topic :: Internet",
"Topic :: Software Development :: Libraries :: Python Modules"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/mleap/",
"is_deprecated": false,
"latest_version": "0.25.1",
"repository_url": "https://github.com/combust/mleap/tree/master/python",
"versions_count": 23,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 2229406,
"first_published_at": "2017-04-27T22:36:08.719252Z",
"latest_published_at": "2026-07-10T19:39:07.606820Z",
"latest_version_yanked": null,
"days_since_latest_publish": 6
}
]
},
"popularity": {
"forks": 317,
"stars": 1539,
"watchers": 64,
"open_issues_and_prs": 110
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile",
"python/Makefile"
],
"api_schema_files": [],
"has_devcontainer": true,
"typecheck_configs": [],
"largest_source_bytes": 41874,
"source_files_sampled": 779,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"python/requirements-dev.txt",
"python/requirements.txt",
"python/setup.cfg",
"python/setup.py"
],
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "coverage",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "gensim",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ipdb",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyspark",
"direct": false,
"version": "4.1.1",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "1.26.17",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 12,
"direct_count": 0,
"indirect_count": 12
}
},
"maintainership": {
"issues": {
"open_prs": 6,
"merged_prs": 366,
"open_issues": 104,
"closed_ratio": 0.783,
"closed_issues": 375,
"closed_unmerged_prs": 53
},
"bus_factor": 2,
"top_contributors": [
{
"type": "User",
"login": "hollinwilkins",
"commits": 285,
"avatar_url": "https://avatars.githubusercontent.com/u/15824835?u=68b5b46b935aeac9447b8214fcaad114aae00d68&v=4"
},
{
"type": "User",
"login": "ancasarb",
"commits": 189,
"avatar_url": "https://avatars.githubusercontent.com/u/5312198?u=8d715e0af064e63195f33faba2af322fdc519130&v=4"
},
{
"type": "User",
"login": "austinzh",
"commits": 46,
"avatar_url": "https://avatars.githubusercontent.com/u/8947557?u=3b8f6e4ae8e1564460496239f090d41e939de045&v=4"
},
{
"type": "User",
"login": "WeichenXu123",
"commits": 44,
"avatar_url": "https://avatars.githubusercontent.com/u/19235986?u=42065dabaf6a5877a76608f372d129687b290722&v=4"
},
{
"type": "User",
"login": "lucagiovagnoli",
"commits": 43,
"avatar_url": "https://avatars.githubusercontent.com/u/4341034?u=db9b591c74eaa75dc1dbcbae5a25cc98848c5ca8&v=4"
},
{
"type": "User",
"login": "seme0021",
"commits": 41,
"avatar_url": "https://avatars.githubusercontent.com/u/1219010?u=2858c75d79ec87a79870acbecfff8a09d2f167df&v=4"
},
{
"type": "User",
"login": "jsleight",
"commits": 40,
"avatar_url": "https://avatars.githubusercontent.com/u/64800239?u=2ff9a1c8e0ac488e7dd18805e7a59d0c6b1b2e09&v=4"
},
{
"type": "User",
"login": "talalryz",
"commits": 39,
"avatar_url": "https://avatars.githubusercontent.com/u/45835427?u=f0c3d7a1256b21d4256a1df83a328a24974c548b&v=4"
},
{
"type": "User",
"login": "voganrc",
"commits": 37,
"avatar_url": "https://avatars.githubusercontent.com/u/5606641?u=4fd5fb50b297af55bbcdfc65090733fb6a193b85&v=4"
},
{
"type": "User",
"login": "ltrottier-yelp",
"commits": 32,
"avatar_url": "https://avatars.githubusercontent.com/u/128164081?v=4"
}
],
"contributors_sampled": 72,
"top_contributor_share": 0.302
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"release.yml",
"test.yml"
],
"has_docs_dir": false,
"linter_configs": [
"tox.ini"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": null,
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/combust/mleap",
"host": "github.com",
"name": "mleap",
"owner": "combust"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 62,
"inputs": {
"security": 1,
"vitality": 70,
"community": 75,
"governance": 74,
"engineering": 78
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 70,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"commits_last_year": 40,
"human_commit_share": null,
"days_since_last_push": 6,
"active_weeks_last_year": 7
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 6 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 6
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "7/52 weeks with commits",
"points": 4.8,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 7
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "40 commits in the last year",
"points": 14.5,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 40
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"releases_count": 13,
"latest_release_tag": "v0.25.1",
"releases_from_tags": false,
"days_since_latest_release": 6,
"mean_days_between_releases": 123.7
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "13 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 13
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 6 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 6
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~123.7 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 123.7
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "OpenSSF Scorecard unavailable",
"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": "good",
"name": "Community & Adoption",
"value": 75,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"forks": 317,
"stars": 1539,
"watchers": 64,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,539 stars",
"points": 51.7,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1539
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "317 forks",
"points": 20.8,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 317
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "64 watchers",
"points": 10,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 64
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"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 (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"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
}
]
},
{
"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": [
"mleap"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2229406
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,229,406 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2229406,
"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": 74,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "moderate",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"bus_factor": 2,
"contributors_sampled": 72,
"top_contributor_share": 0.302
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "2 contributor(s) cover half of all commits",
"points": 25.2,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 2
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 30% of commits",
"points": 15.7,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 30
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "72 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 72
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"merged_prs": 366,
"open_issues": 104,
"closed_issues": 375,
"issue_closed_ratio": 0.783,
"closed_unmerged_prs": 53
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "78% of issues closed",
"points": 36.6,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 78
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "366/419 decided PRs merged",
"points": 33.4,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 366,
"decided": 419
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"followers": 17,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "combust",
"public_repos": 20,
"account_age_days": 3884
},
"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": "17 followers of combust",
"points": 9,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 17,
"login": "combust"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "20 public repos, account ~10 yr old",
"points": 21.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 20
}
},
{
"code": "account_age_years",
"params": {
"years": 10
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"mleap"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 6
},
"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 6 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 6
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "23 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 23
}
}
],
"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": "good",
"name": "Engineering Quality",
"value": 78,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"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": "tox.ini",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "tox.ini"
}
}
],
"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": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"scikit-learn",
"spark",
"data-pipelines",
"transformers",
"tensorflow",
"scala",
"python"
],
"has_wiki": true,
"homepage": "https://combust.github.io/mleap-docs/",
"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": "https://combust.github.io/mleap-docs/",
"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": "7 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 7
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "critical",
"name": "Security",
"value": 1,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "critical",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"dependency_lockfiles"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"source": "file_signals",
"lockfiles": [],
"manifests": [
"python/requirements-dev.txt",
"python/requirements.txt",
"python/setup.cfg",
"python/setup.py"
],
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": [
{
"code": "lockfiles_not_expected",
"params": {}
}
],
"max_points": 25
},
{
"key": "codeql_workflow",
"name": "CodeQL workflow",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"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": 7
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 61,
"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": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": true,
"bootstrap_files": [
"Makefile",
"python/Makefile"
],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, python/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, python/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": "tox.ini",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "tox.ini"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Scala (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Scala"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "devcontainer, Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"primary_language": "Scala",
"largest_source_bytes": 41874,
"source_files_sampled": 779,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Scala (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Scala"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/779 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 779,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"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": [
"OpenSSF Scorecard timed out after 240s; skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-17T04:45:55.756045Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/c/combust/mleap.svg",
"full_name": "combust/mleap",
"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 v0.11.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.