Öffentliches Register
Software-GesundheitsberichtSchema 0.12.0 · Metriken 1.13.0 · 2026-07-18 13:28 UTC

google / flax

Flax is a neural network library for JAX that is designed for flexibility.

Jupyter Notebook · PythonApache-2.0★ 7.271 Sterne⑂ 825 Forksseit Jan. 2020Auf GitHub ansehen ↗

google/flax erreicht einen Gesundheitsindex von 78 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (95/100) ab, am schwächsten bei Security (1/100). Zuletzt vor 10 Tagen aktualisiert. 6 Mitwirkende tragen den Großteil der jüngsten Arbeit.

78
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

78
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Eigentümerschaft

GoogleOrganisation
75.640 Follower2.885 öffentliche Reposseit Jan. 2012

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIflaxlib0.0.1a11431vor 669 Tagen
PyPIflax0.12.74.284.43864vor 87 Tagen

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

95Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
28.8/36Push-Aktualität — letzter Push vor 10 Tagen
35.3/36Commit-Rhythmus — 51/52 Wochen mit Commits
18/18Commit-Volumen — 702 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — keine Daten
Verwendete Eingangsdaten
commits_last_year702
human_commit_share
days_since_last_push10
active_weeks_last_year51

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 62 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 87 Tagen
27/27Release-Rhythmus — ein Release etwa alle 28,5 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count62
latest_release_tagv0.12.7
releases_from_tagsnein
days_since_latest_release87
mean_days_between_releases28,5

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

95Exzellent · 18 % des Gesamtindex
Wie die Bewertung erfolgt
60/60Stars — 7.271 Stars
24.3/25Forks — 825 Forks
10.6/15Watcher — 82 Watcher
Verwendete Eingangsdaten
forks825
stars7.271
watchers82
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja
Wie die Bewertung erfolgt
80/80Downloads pro Monat — 4.284.581 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesflaxlib, flax
dependents
ecosystemspypi
total_downloads
monthly_downloads4.284.581
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

87Exzellent · 24 % des Gesamtindex
Wie die Bewertung erfolgt
48.6/54Bus-Faktor — 6 Beitragende decken die Hälfte aller Commits ab
19.6/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 13 % der Commits
13.5/13.5Breite der Beitragenden — 100 Beitragende
0/10OpenSSF Scorecard: Contributors — keine Daten
Verwendete Eingangsdaten
bus_factor6
contributors_sampled100
top_contributor_share0,127
Wie die Bewertung erfolgt
37.4/46.8Issue-Lösungsquote — 80 % der Issues geschlossen
28.7/38.3PR-Annahme — 2.411/3.215 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — keine Daten
Verwendete Eingangsdaten
merged_prs2.411
open_issues228
closed_issues915
issue_closed_ratio0,801
closed_unmerged_prs804
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
25/25Reichweite des Inhabers — 75.640 Follower von google
25/25Kontohistorie — 2.885 öffentliche Repos, Kontoalter ca. 14 Jahre
Verwendete Eingangsdaten
followers75.640
owner_typeOrganization
is_verified
owner_logingoogle
public_repos2.885
account_age_days5.295

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 2 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 87 Tagen
20/20Versionshistorie — 64 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesflaxlib, flax
ecosystemspypi
any_deprecatednein
min_days_since_publish87

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

95Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 4 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://flax.readthedocs.io
10/10Repository-Beschreibung
10/10Topics — 1 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsjax
has_wikija
homepagehttps://flax.readthedocs.io
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

1Kritisch · 16 % des Gesamtindex
Wie die Bewertung erfolgt
0/30Sicherheitsrichtlinie (SECURITY.md)
0/25Dependabot-Konfiguration
0/25Lockfiles für Abhängigkeiten — veröffentlichte Bibliothek — Lockfiles sind Sache der Anwendung, hier nicht erwartet
0/20CodeQL-Workflow
Verwendete Eingangsdaten
sourcefile_signals
lockfilesCargo.lock, uv.lock
manifestsflaxlib_src/Cargo.toml, flaxlib_src/pyproject.toml, pyproject.toml
has_codeql_workflownein
has_security_policynein
has_dependabot_confignein
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lockfiles für Abhängigkeiten. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

58Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — docs/Makefile, docs_nnx/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — flax/py.typed
10/10Reproduzierbare Umgebung — lockfile
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesCargo.lock, uv.lock
has_dockerfilenein
typed_languagenein
bootstrap_filesdocs/Makefile, docs_nnx/Makefile
has_devcontainernein
has_linter_configja
typecheck_configsflax/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Jupyter Notebook mit Typprüfungs-Konfiguration (flax/py.typed)
53.3/55Handhabbare Dateigrößen — 11/354 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageJupyter Notebook
largest_source_bytes233.048
source_files_sampled354
oversized_source_files11
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples, notebooks
Verwendete Eingangsdaten
example_dirsexamples, notebooks
has_mcp_signalnein
api_schema_files

Eckdaten

7.271GitHub-Sterne
100Mitwirkende
702Commits, letzte 12 Monate
10Tage seit letztem Push
62Releases
6Bus-Faktor
228offene Issues
crates.io, PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Could not fetch crates package 'flaxlib' from its registry
  • OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

Weitere Details

Direkte Abhängigkeiten 11
RegistryPaketVersionsvorgabeManifest
crates.iopyo30.21.2flaxlib_src/Cargo.toml
PyPInumpy>=1.23.2pyproject.toml
PyPIjax>=0.10.0pyproject.toml
PyPImsgpackpyproject.toml
PyPIoptaxpyproject.toml
PyPIorbax-checkpointpyproject.toml
PyPItensorstorepyproject.toml
PyPIrich>=11.1pyproject.toml
PyPItyping_extensions>=4.2pyproject.toml
PyPIPyYAML>=5.4.1pyproject.toml
PyPItreescope>=0.1.7pyproject.toml
Alle Abhängigkeiten 112

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 17 direkte und 95 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
crates.iopyo30.21.2direkt
PyPIjaxdirekt
PyPIjax0.3.4direkt
PyPIjax0.4.13direkt
PyPInumpydirekt
PyPInumpy1.22.0direkt
PyPInumpy1.23.5direkt
PyPInumpy1.24.3direkt
PyPIoptaxdirekt
PyPIoptax0.1.0direkt
PyPIoptax0.1.3direkt
PyPIoptax0.1.5direkt
PyPIorbax-checkpointdirekt
PyPIpyyamldirekt
PyPIrichdirekt
PyPItreescopedirekt
PyPItyping-extensionsdirekt
crates.ioautocfg1.3.0indirekt
crates.iobitflags2.6.0indirekt
crates.iocfg-if1.0.0indirekt
crates.ioheck0.4.1indirekt
crates.ioindoc2.0.5indirekt
crates.iolibc0.2.158indirekt
crates.iolock_api0.4.12indirekt
crates.iomemoffset0.9.1indirekt
crates.ioonce_cell1.20.0indirekt
crates.ioparking_lot0.12.3indirekt
crates.ioparking_lot_core0.9.10indirekt
crates.ioportable-atomic1.7.0indirekt
crates.ioproc-macro21.0.86indirekt
crates.iopyo3-build-config0.21.2indirekt
crates.iopyo3-ffi0.21.2indirekt
crates.iopyo3-macros0.21.2indirekt
crates.iopyo3-macros-backend0.21.2indirekt
crates.ioquote1.0.37indirekt
crates.ioredox_syscall0.5.7indirekt
crates.ioscopeguard1.2.0indirekt
crates.iosmallvec1.13.2indirekt
crates.iosyn2.0.77indirekt
crates.iotarget-lexicon0.12.16indirekt
crates.iounicode-ident1.0.13indirekt
crates.iounindent0.2.3indirekt
crates.iowindows-targets0.52.6indirekt
crates.iowindows_aarch64_gnullvm0.52.6indirekt
crates.iowindows_aarch64_msvc0.52.6indirekt
crates.iowindows_i686_gnu0.52.6indirekt
crates.iowindows_i686_gnullvm0.52.6indirekt
crates.iowindows_i686_msvc0.52.6indirekt
crates.iowindows_x86_64_gnu0.52.6indirekt
crates.iowindows_x86_64_gnullvm0.52.6indirekt
crates.iowindows_x86_64_msvc0.52.6indirekt
PyPIabsl-pyindirekt
PyPIabsl-py1.0.0indirekt
PyPIabsl-py1.4.0indirekt
PyPIatari-py0.2.5indirekt
PyPIcloudpickleindirekt
PyPIclu0.0.12indirekt
PyPIclu0.0.6indirekt
PyPIclu0.0.9indirekt
PyPIdatasetsindirekt
PyPIdm-haikuindirekt
PyPIflaxindirekt
PyPIflax0.3.6indirekt
PyPIflax0.4.1indirekt
PyPIflax0.6.0indirekt
PyPIflax0.6.11indirekt
PyPIflax0.6.5indirekt
PyPIflax0.6.9indirekt
PyPIgoogle-benchmarkindirekt
PyPIgoogle-cloud-storageindirekt
PyPIgrainindirekt
PyPIgrain0.2.16indirekt
PyPIgym0.18.3indirekt
PyPIipywidgetsindirekt
PyPIjaxlib0.3.2+cuda11.cudnn82indirekt
PyPIjaxlib0.4.13+cuda11.cudnn82indirekt
PyPIjaxtypingindirekt
PyPIjraphindirekt
PyPIjraph0.0.2.dev0indirekt
PyPIjupytext1.13.8indirekt
PyPIkagglehubindirekt
PyPIkerasindirekt
PyPImatplotlibindirekt
PyPIml-collectionsindirekt
PyPIml-collections0.1.0indirekt
PyPIml-collections0.1.1indirekt
PyPImlcroissantindirekt
PyPInanobindindirekt
PyPIopencv-python4.5.4.60indirekt
PyPIorbax-exportindirekt
PyPIpillow10.2.0indirekt
PyPIpre-commitindirekt
PyPIpygmentsindirekt
PyPIscikit-build-coreindirekt
PyPIsentencepieceindirekt
PyPIsentencepiece0.1.96indirekt
PyPIsentencepiece0.1.99indirekt
PyPIsentencepiece0.2.0indirekt
PyPIsix1.15.0indirekt
PyPIsklearn0.0indirekt
PyPIsphinx6.2.1indirekt
PyPItensorflow2.11.1indirekt
PyPItensorflow2.12.0indirekt
PyPItensorflow2.13.0indirekt
PyPItensorflow-cpuindirekt
PyPItensorflow-datasetsindirekt
PyPItensorflow-datasets4.4.0indirekt
PyPItensorflow-datasets4.9.2indirekt
PyPItensorflow-text2.13.0indirekt
PyPItensorflow-text2.7.0indirekt
PyPItensorflow-text2.8.1indirekt
PyPItqdm4.67.1indirekt
JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "jax"
      ],
      "is_fork": false,
      "size_kb": 42875,
      "has_wiki": true,
      "homepage": "https://flax.readthedocs.io",
      "languages": {
        "C++": 14979,
        "CSS": 309,
        "CMake": 2220,
        "Shell": 6179,
        "Python": 3194197,
        "Makefile": 634,
        "Jupyter Notebook": 16860979
      },
      "pushed_at": "2026-07-07T16:50:30Z",
      "created_at": "2020-01-10T09:48:37Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-18T13:11:46Z",
      "description": "Flax is a neural network library for JAX that is designed for flexibility.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "primary_language": "Jupyter Notebook",
      "significant_languages": [
        "Jupyter Notebook",
        "Python"
      ]
    },
    "owner": {
      "blog": "https://opensource.google/",
      "name": "Google",
      "type": "Organization",
      "login": "google",
      "company": null,
      "location": "United States of America",
      "followers": 75640,
      "avatar_url": "https://avatars.githubusercontent.com/u/1342004?v=4",
      "created_at": "2012-01-18T01:30:18Z",
      "is_verified": null,
      "public_repos": 2885,
      "account_age_days": 5295
    },
    "activity": {
      "releases_count": 62,
      "commits_last_year": 702,
      "latest_release_at": "2026-04-22T06:06:30Z",
      "latest_release_tag": "v0.12.7",
      "releases_from_tags": false,
      "days_since_last_push": 10,
      "active_weeks_last_year": 51,
      "days_since_latest_release": 87,
      "mean_days_between_releases": 28.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 100,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "flaxlib",
          "exists": true,
          "license": null,
          "keywords": [
            "Programming Language :: Python :: Implementation :: CPython",
            "Programming Language :: Python :: Implementation :: PyPy",
            "Programming Language :: Rust"
          ],
          "ecosystem": "pypi",
          "matches_repo": null,
          "registry_url": "https://pypi.org/project/flaxlib/",
          "is_deprecated": false,
          "latest_version": "0.0.1a1",
          "repository_url": null,
          "versions_count": 1,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 143,
          "first_published_at": "2024-09-17T13:04:22.287511Z",
          "latest_published_at": "2024-09-17T13:05:06.212074Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 669
        },
        {
          "name": "flax",
          "exists": true,
          "license": null,
          "keywords": [
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: Apache Software License",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/flax/",
          "is_deprecated": false,
          "latest_version": "0.12.7",
          "repository_url": "https://github.com/google/flax",
          "versions_count": 64,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 4284438,
          "first_published_at": "2020-03-17T10:21:38.652850Z",
          "latest_published_at": "2026-04-22T06:07:12.017665Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 87
        }
      ]
    },
    "popularity": {
      "forks": 825,
      "stars": 7271,
      "watchers": 82,
      "open_issues_and_prs": 495
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile",
        "docs_nnx/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "flax/py.typed"
      ],
      "largest_source_bytes": 233048,
      "source_files_sampled": 354,
      "oversized_source_files": 11,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "flaxlib_src/Cargo.toml",
        "flaxlib_src/pyproject.toml",
        "pyproject.toml"
      ],
      "ecosystems": [
        "crates",
        "pypi"
      ],
      "dependencies": [
        {
          "name": "pyo3",
          "manifest": "flaxlib_src/Cargo.toml",
          "ecosystem": "crates",
          "version_constraint": "0.21.2"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.23.2"
        },
        {
          "name": "jax",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.10.0"
        },
        {
          "name": "msgpack",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "optax",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "orbax-checkpoint",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "tensorstore",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=11.1"
        },
        {
          "name": "typing_extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.2"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.4.1"
        },
        {
          "name": "treescope",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.7"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "pyo3",
            "direct": true,
            "version": "0.21.2",
            "ecosystem": "crates"
          },
          {
            "name": "jax",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jax",
            "direct": true,
            "version": "0.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "jax",
            "direct": true,
            "version": "0.4.13",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.23.5",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.24.3",
            "ecosystem": "pypi"
          },
          {
            "name": "optax",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "optax",
            "direct": true,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "optax",
            "direct": true,
            "version": "0.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "optax",
            "direct": true,
            "version": "0.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "orbax-checkpoint",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "treescope",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "autocfg",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "crates"
          },
          {
            "name": "bitflags",
            "direct": false,
            "version": "2.6.0",
            "ecosystem": "crates"
          },
          {
            "name": "cfg-if",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "crates"
          },
          {
            "name": "heck",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "crates"
          },
          {
            "name": "indoc",
            "direct": false,
            "version": "2.0.5",
            "ecosystem": "crates"
          },
          {
            "name": "libc",
            "direct": false,
            "version": "0.2.158",
            "ecosystem": "crates"
          },
          {
            "name": "lock_api",
            "direct": false,
            "version": "0.4.12",
            "ecosystem": "crates"
          },
          {
            "name": "memoffset",
            "direct": false,
            "version": "0.9.1",
            "ecosystem": "crates"
          },
          {
            "name": "once_cell",
            "direct": false,
            "version": "1.20.0",
            "ecosystem": "crates"
          },
          {
            "name": "parking_lot",
            "direct": false,
            "version": "0.12.3",
            "ecosystem": "crates"
          },
          {
            "name": "parking_lot_core",
            "direct": false,
            "version": "0.9.10",
            "ecosystem": "crates"
          },
          {
            "name": "portable-atomic",
            "direct": false,
            "version": "1.7.0",
            "ecosystem": "crates"
          },
          {
            "name": "proc-macro2",
            "direct": false,
            "version": "1.0.86",
            "ecosystem": "crates"
          },
          {
            "name": "pyo3-build-config",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "crates"
          },
          {
            "name": "pyo3-ffi",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "crates"
          },
          {
            "name": "pyo3-macros",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "crates"
          },
          {
            "name": "pyo3-macros-backend",
            "direct": false,
            "version": "0.21.2",
            "ecosystem": "crates"
          },
          {
            "name": "quote",
            "direct": false,
            "version": "1.0.37",
            "ecosystem": "crates"
          },
          {
            "name": "redox_syscall",
            "direct": false,
            "version": "0.5.7",
            "ecosystem": "crates"
          },
          {
            "name": "scopeguard",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "crates"
          },
          {
            "name": "smallvec",
            "direct": false,
            "version": "1.13.2",
            "ecosystem": "crates"
          },
          {
            "name": "syn",
            "direct": false,
            "version": "2.0.77",
            "ecosystem": "crates"
          },
          {
            "name": "target-lexicon",
            "direct": false,
            "version": "0.12.16",
            "ecosystem": "crates"
          },
          {
            "name": "unicode-ident",
            "direct": false,
            "version": "1.0.13",
            "ecosystem": "crates"
          },
          {
            "name": "unindent",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "crates"
          },
          {
            "name": "windows-targets",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_aarch64_gnullvm",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_aarch64_msvc",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_i686_gnu",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_i686_gnullvm",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_i686_msvc",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_x86_64_gnu",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_x86_64_gnullvm",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "windows_x86_64_msvc",
            "direct": false,
            "version": "0.52.6",
            "ecosystem": "crates"
          },
          {
            "name": "absl-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "absl-py",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "absl-py",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "atari-py",
            "direct": false,
            "version": "0.2.5",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "clu",
            "direct": false,
            "version": "0.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "clu",
            "direct": false,
            "version": "0.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "clu",
            "direct": false,
            "version": "0.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "datasets",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dm-haiku",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "flax",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "flax",
            "direct": false,
            "version": "0.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "flax",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "flax",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "flax",
            "direct": false,
            "version": "0.6.11",
            "ecosystem": "pypi"
          },
          {
            "name": "flax",
            "direct": false,
            "version": "0.6.5",
            "ecosystem": "pypi"
          },
          {
            "name": "flax",
            "direct": false,
            "version": "0.6.9",
            "ecosystem": "pypi"
          },
          {
            "name": "google-benchmark",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-storage",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "grain",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "grain",
            "direct": false,
            "version": "0.2.16",
            "ecosystem": "pypi"
          },
          {
            "name": "gym",
            "direct": false,
            "version": "0.18.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jaxlib",
            "direct": false,
            "version": "0.3.2+cuda11.cudnn82",
            "ecosystem": "pypi"
          },
          {
            "name": "jaxlib",
            "direct": false,
            "version": "0.4.13+cuda11.cudnn82",
            "ecosystem": "pypi"
          },
          {
            "name": "jaxtyping",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jraph",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jraph",
            "direct": false,
            "version": "0.0.2.dev0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": false,
            "version": "1.13.8",
            "ecosystem": "pypi"
          },
          {
            "name": "kagglehub",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "keras",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ml-collections",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ml-collections",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ml-collections",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mlcroissant",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nanobind",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opencv-python",
            "direct": false,
            "version": "4.5.4.60",
            "ecosystem": "pypi"
          },
          {
            "name": "orbax-export",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "10.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-build-core",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sentencepiece",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sentencepiece",
            "direct": false,
            "version": "0.1.96",
            "ecosystem": "pypi"
          },
          {
            "name": "sentencepiece",
            "direct": false,
            "version": "0.1.99",
            "ecosystem": "pypi"
          },
          {
            "name": "sentencepiece",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sklearn",
            "direct": false,
            "version": "0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": "6.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow",
            "direct": false,
            "version": "2.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow-cpu",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow-datasets",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow-datasets",
            "direct": false,
            "version": "4.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow-datasets",
            "direct": false,
            "version": "4.9.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow-text",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow-text",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tensorflow-text",
            "direct": false,
            "version": "2.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.1",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 112,
        "direct_count": 17,
        "indirect_count": 95
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 267,
        "merged_prs": 2411,
        "open_issues": 228,
        "closed_ratio": 0.801,
        "closed_issues": 915,
        "closed_unmerged_prs": 804
      },
      "bus_factor": 6,
      "top_contributors": [
        {
          "type": "User",
          "login": "cgarciae",
          "commits": 472,
          "avatar_url": "https://avatars.githubusercontent.com/u/5862228?u=e1fbce66a04375f96ee779ddc28811dd6eace356&v=4"
        },
        {
          "type": "User",
          "login": "jheek",
          "commits": 409,
          "avatar_url": "https://avatars.githubusercontent.com/u/1764974?v=4"
        },
        {
          "type": "User",
          "login": "marcvanzee",
          "commits": 393,
          "avatar_url": "https://avatars.githubusercontent.com/u/180100?u=5faf6b94eba50c2958520accbb917c6f0fbfed99&v=4"
        },
        {
          "type": "User",
          "login": "andsteing",
          "commits": 285,
          "avatar_url": "https://avatars.githubusercontent.com/u/16050001?u=36b12f45a459e3a1262655c341e5bd49b51666ae&v=4"
        },
        {
          "type": "User",
          "login": "levskaya",
          "commits": 254,
          "avatar_url": "https://avatars.githubusercontent.com/u/501805?u=c8754550f7a4abb4c7877c8da57ee165954493fc&v=4"
        },
        {
          "type": "User",
          "login": "avital",
          "commits": 230,
          "avatar_url": "https://avatars.githubusercontent.com/u/37586?v=4"
        },
        {
          "type": "User",
          "login": "chiamp",
          "commits": 218,
          "avatar_url": "https://avatars.githubusercontent.com/u/19753743?u=89d354ac4114e2ea76210dc270f321495bdd0bcd&v=4"
        },
        {
          "type": "User",
          "login": "IvyZX",
          "commits": 197,
          "avatar_url": "https://avatars.githubusercontent.com/u/8038595?u=b47f26fc7f856ef381a6c2abd3fce27132f699b8&v=4"
        },
        {
          "type": "User",
          "login": "8bitmp3",
          "commits": 103,
          "avatar_url": "https://avatars.githubusercontent.com/u/19637339?v=4"
        },
        {
          "type": "User",
          "login": "samanklesaria",
          "commits": 86,
          "avatar_url": "https://avatars.githubusercontent.com/u/61420?v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.127
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "flax_publish.yml",
        "flax_test.yml",
        "flaxlib_publish.yml",
        "jax_nightly.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "Cargo.lock",
        "uv.lock"
      ],
      "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/google/flax",
    "host": "github.com",
    "name": "flax",
    "owner": "google"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 78,
      "inputs": {
        "security": 1,
        "vitality": 95,
        "community": 95,
        "governance": 87,
        "engineering": 95
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 95,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "commits_last_year": 702,
              "human_commit_share": null,
              "days_since_last_push": 10,
              "active_weeks_last_year": 51
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 10 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 10
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "51/52 weeks with commits",
                "points": 35.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 51
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "702 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 702
                    }
                  }
                ],
                "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": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "releases_count": 62,
              "latest_release_tag": "v0.12.7",
              "releases_from_tags": false,
              "days_since_latest_release": 87,
              "mean_days_between_releases": 28.5
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "62 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 62
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 87 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 87
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~28.5 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 28.5
                    }
                  }
                ],
                "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": "excellent",
        "name": "Community & Adoption",
        "value": 95,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 95,
            "inputs": {
              "forks": 825,
              "stars": 7271,
              "watchers": 82,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "7,271 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 7271
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "825 forks",
                "points": 24.3,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 825
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "82 watchers",
                "points": 10.6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 82
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "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": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "flaxlib",
                "flax"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 4284581
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "4,284,581 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 4284581,
                      "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": "excellent",
        "name": "Sustainability & Governance",
        "value": 87,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "bus_factor": 6,
              "contributors_sampled": 100,
              "top_contributor_share": 0.127
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "6 contributor(s) cover half of all commits",
                "points": 48.6,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 13% of commits",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 13
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "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": 78,
            "inputs": {
              "merged_prs": 2411,
              "open_issues": 228,
              "closed_issues": 915,
              "issue_closed_ratio": 0.801,
              "closed_unmerged_prs": 804
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "80% of issues closed",
                "points": 37.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2411/3215 decided PRs merged",
                "points": 28.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2411,
                      "decided": 3215
                    }
                  }
                ],
                "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": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 75640,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "google",
              "public_repos": 2885,
              "account_age_days": 5295
            },
            "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": "75,640 followers of google",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 75640,
                      "login": "google"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "2885 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 2885
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "flaxlib",
                "flax"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 87
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "2 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 2,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 87 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 87
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "64 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 64
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 95,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "jax"
              ],
              "has_wiki": true,
              "homepage": "https://flax.readthedocs.io",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://flax.readthedocs.io",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "1 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "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": [
                "Cargo.lock",
                "uv.lock"
              ],
              "manifests": [
                "flaxlib_src/Cargo.toml",
                "flaxlib_src/pyproject.toml",
                "pyproject.toml"
              ],
              "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": 9
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 58,
        "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": [
                "Cargo.lock",
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile",
                "docs_nnx/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "flax/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile, docs_nnx/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile, docs_nnx/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": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "flax/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "flax/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Jupyter Notebook",
              "largest_source_bytes": 233048,
              "source_files_sampled": 354,
              "oversized_source_files": 11
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Jupyter Notebook with type-check config (flax/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "flax/py.typed",
                      "language": "Jupyter Notebook"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "11/354 source files over 60KB",
                "points": 53.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 354,
                      "oversized": 11
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Could not fetch crates package 'flaxlib' from its registry",
    "OpenSSF Scorecard timed out after 240s; skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-18T13:28:17.154228Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/flax.svg",
  "full_name": "google/flax",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.12.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.