Öffentliches Register
Software-GesundheitsberichtSchema 0.11.0 · Metriken 1.13.0 · 2026-07-15 05:56 UTC

fedbiomed / fedbiomed

A collaborative learning framework for empowering biomedical research

Python · Jupyter NotebookEigene Lizenz★ 88 Sterne⑂ 18 Forksseit Mai 2023Auf GitHub ansehen ↗
#ai#analytics#biomedical#clinical#collaborative#data-science#dataset#federated#healthcare#learning#multicentric#privacy#security

fedbiomed/fedbiomed erreicht einen Gesundheitsindex von 73 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei AI Readiness (41/100). Zuletzt vor 4 Tagen aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

73
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.

73
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

Fed-BioMedOrganisation
15 Follower5 öffentliche Reposseit Apr. 2023

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIfedbiomed6.3.34729vor 7 Tagenaianalyticsbiomedicalclinicalcollaborativefederatedhealthcarelearningmulticentric

Metriken nach Kategorie

Vitalität

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

91Exzellent · 22 % des Gesamtindex

Entwicklungsaktivität

91Exzellent
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 4 Tagen
27/36Commit-Rhythmus — 39/52 Wochen mit Commits
18/18Commit-Volumen — 279 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year279
human_commit_share—
days_since_last_push4
active_weeks_last_year39

Release-Disziplin

92Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 9 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 7 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 64,6 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count9
latest_release_tagv6.3.3
releases_from_tagsnein
days_since_latest_release7
mean_days_between_releases64,6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

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

54Mittel · 18 % des Gesamtindex

Popularität & Verbreitung

46Gefährdet
Wie die Bewertung erfolgt
31.5/60Stars — 88 Stars
10.3/25Forks — 18 Forks
4.7/15Watcher — 8 Watcher
Verwendete Eingangsdaten
forks18
stars88
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community-Gesundheit

71Gut
Wie die Bewertung erfolgt
22.5/22.5README
16.9/22.5Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templateja

Ökosystem-Verbreitung (Downloads)

45Gefährdet
Wie die Bewertung erfolgt
35.7/80Downloads pro Monat — 472 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesfedbiomed
dependents—
ecosystemspypi
total_downloads—
monthly_downloads472
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?

71Gut · 24 % des Gesamtindex

Maintainer-Resilienz (Bus-Faktor)

64Mittel
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
15.5/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 31 % der Commits
13.5/13.5Breite der Beitragenden — 23 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 35 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor2
contributors_sampled23
top_contributor_share0,309

Reaktionsfähigkeit bei Issues & PRs

78Gut
Wie die Bewertung erfolgt
39.3/46.8Issue-Lösungsquote — 84 % der Issues geschlossen
31.5/38.3PR-Annahme — 464/563 entschiedene PRs gemergt
7.5/15OpenSSF Scorecard: Code-Review — Found 14/27 approved changesets -- score normalized to 5
Verwendete Eingangsdaten
merged_prs464
open_issues204
closed_issues1.070
issue_closed_ratio0,84
closed_unmerged_prs99

Eigentümerschaft & Trägerschaft

51Mittel
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
8.7/25Reichweite des Inhabers — 15 Follower von fedbiomed
12.1/25Kontohistorie — 5 öffentliche Repos, Kontoalter ca. 3 Jahre
Verwendete Eingangsdaten
followers15
owner_typeOrganization
is_verified—
owner_loginfedbiomed
public_repos5
account_age_days1.177

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 7 Tagen
20/20Versionshistorie — 9 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesfedbiomed
ecosystemspypi
any_deprecatednein
min_days_since_publish7

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

96Exzellent · 20 % des Gesamtindex

Engineering-Praktiken

94Exzellent
Wie die Bewertung erfolgt
24/24CI-Workflows — 9 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .flake8, tox.ini
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
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://fedbiomed.org
10/10Repository-Beschreibung
10/10Topics — 13 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsai, analytics, biomedical, clinical, collaborative, data-science, dataset, federated, healthcare, learning, multicentric, privacy, security
has_wikija
homepagehttps://fedbiomed.org
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

46Gefährdet · 16 % des Gesamtindex

Sicherheitslage

46Gefährdet
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 14/27 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 35 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 121 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. 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.

41Gefährdet · 0 % des Gesamtindex

AI-Agentenkontext & Leitlinien

1Kritisch
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.

AI-Verify-Loop (Build / Test / Typprüfung)

52Mittel
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .flake8, tox.ini
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilespdm.lock, yarn.lock
has_dockerfileja
typed_languagenein
bootstrap_files—
has_devcontainernein
has_linter_configja
typecheck_configs—
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.

AI-Code-Lesbarkeit für Modelle

54Mittel
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
54.4/55Handhabbare Dateigrößen — 5/446 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes99.804
source_files_sampled446
oversized_source_files5

Maschinenlesbare AI-Schnittstellen

80Gut
Wie die Bewertung erfolgt
40/40API-Schema (OpenAPI/GraphQL/proto) — fedbiomed/transport/protocols/researcher.proto
0/20MCP-Server
40/40Lauffähige Beispiele — notebooks, samples
Verwendete Eingangsdaten
example_dirsnotebooks, samples
has_mcp_signalnein
api_schema_filesfedbiomed/transport/protocols/researcher.proto

Eckdaten

88GitHub-Sterne
23Mitwirkende
279Commits, letzte 12 Monate
4Tage seit letztem Push
9Releases
2Bus-Faktor
204offene Issues
PyPIPaket-Ökosysteme

Weitere Details

OpenSSF Scorecard 4.6 / 10
4.6Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-15 05:55 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests27 out of 27 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 14/27 approved changesets -- score normalized to 5
10Contributorsproject has 35 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities121 existing vulnerabilities detected
Direkte Abhängigkeiten 29
RegistryPaketVersionsvorgabeManifest
PyPItinydb~=4.7.1pyproject.toml
PyPIvalidators>=0.20.0,<0.21.0pyproject.toml
PyPItabulate>=0.9.0,<0.10.0pyproject.toml
PyPIpsutil~=6.0.0pyproject.toml
PyPIrequests~=2.29pyproject.toml
PyPIpackaging~=24.1pyproject.toml
PyPIcryptography~=40.0pyproject.toml
PyPIpyopenssl~=23.1.1pyproject.toml
PyPIjoblib~=1.2pyproject.toml
PyPIitk!=5.4.4,>=5.3.0pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIscikit-learn>=1.2.0pyproject.toml
PyPItorch>=1.13.0pyproject.toml
PyPItorchvision>=0.14.0pyproject.toml
PyPIopacus!=1.5.4,>=1.4.0pyproject.toml
PyPImonai>=1.1.0pyproject.toml
PyPImsgpack~=1.0pyproject.toml
PyPIpersist-queue>=0.5.1,<0.6.0pyproject.toml
PyPIpandas>=2.0.1pyproject.toml
PyPIpolars~=1.32.0pyproject.toml
PyPIpython-minifier~=2.11pyproject.toml
PyPIdeclearn>=2.0,<2.9pyproject.toml
PyPIgmpy2>=2.1.2,<2.2pyproject.toml
PyPIgrpcio~=1.82.0pyproject.toml
PyPIgrpcio-tools~=1.82.0pyproject.toml
PyPIunet>=0.7.7,<0.8.0pyproject.toml
PyPIpygments~=2.18.0pyproject.toml
PyPInibabel~=5.3pyproject.toml
PyPIpyarrow>=21.0.0pyproject.toml
Alle Abhängigkeiten 1.658

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 29 direkte und 1.629 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIcryptography—direkt
PyPIdeclearn—direkt
PyPIgmpy2—direkt
PyPIgrpcio—direkt
PyPIgrpcio-tools—direkt
PyPIitk—direkt
PyPIjoblib—direkt
PyPImonai—direkt
PyPImsgpack—direkt
PyPInibabel—direkt
PyPIopacus—direkt
PyPIpackaging—direkt
PyPIpandas—direkt
PyPIpersist-queue—direkt
PyPIpolars—direkt
PyPIpsutil—direkt
PyPIpyarrow—direkt
PyPIpygments—direkt
PyPIpyopenssl—direkt
PyPIpython-minifier—direkt
PyPIrequests—direkt
PyPIscikit-learn—direkt
PyPIscipy—direkt
PyPItabulate—direkt
PyPItinydb—direkt
PyPItorch—direkt
PyPItorchvision—direkt
PyPIunet—direkt
PyPIvalidators—direkt
npm@adobe/css-tools4.4.0indirekt
npm@alloc/quick-lru5.2.0indirekt
npm@ampproject/remapping2.3.0indirekt
npm@apideck/better-ajv-errors0.3.6indirekt
npm@babel/code-frame7.26.2indirekt
npm@babel/compat-data7.26.2indirekt
npm@babel/core7.26.0indirekt
npm@babel/eslint-parser7.25.9indirekt
npm@babel/generator7.26.2indirekt
npm@babel/helper-annotate-as-pure7.25.9indirekt
npm@babel/helper-builder-binary-assignment-operator-visitor7.25.9indirekt
npm@babel/helper-compilation-targets7.25.9indirekt
npm@babel/helper-create-class-features-plugin7.25.9indirekt
npm@babel/helper-create-regexp-features-plugin7.25.9indirekt
npm@babel/helper-define-polyfill-provider0.6.2indirekt
npm@babel/helper-member-expression-to-functions7.25.9indirekt
npm@babel/helper-module-imports7.25.9indirekt
npm@babel/helper-module-transforms7.26.0indirekt
npm@babel/helper-optimise-call-expression7.25.9indirekt
npm@babel/helper-plugin-utils7.25.9indirekt
npm@babel/helper-remap-async-to-generator7.25.9indirekt
npm@babel/helper-replace-supers7.25.9indirekt
npm@babel/helper-simple-access7.25.9indirekt
npm@babel/helper-skip-transparent-expression-wrappers7.25.9indirekt
npm@babel/helper-string-parser7.25.9indirekt
npm@babel/helper-validator-identifier7.25.9indirekt
npm@babel/helper-validator-option7.25.9indirekt
npm@babel/helper-wrap-function7.25.9indirekt
npm@babel/helpers7.26.0indirekt
npm@babel/parser7.26.2indirekt
npm@babel/plugin-bugfix-firefox-class-in-computed-class-key7.25.9indirekt
npm@babel/plugin-bugfix-safari-class-field-initializer-scope7.25.9indirekt
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npm@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining7.25.9indirekt
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npm@babel/plugin-proposal-nullish-coalescing-operator7.18.6indirekt
npm@babel/plugin-proposal-numeric-separator7.18.6indirekt
npm@babel/plugin-proposal-optional-chaining7.21.0indirekt
npm@babel/plugin-proposal-private-methods7.18.6indirekt
npm@babel/plugin-proposal-private-property-in-object7.21.0-placeholder-for-preset-env.2indirekt
npm@babel/plugin-syntax-async-generators7.8.4indirekt
npm@babel/plugin-syntax-bigint7.8.3indirekt
npm@babel/plugin-syntax-class-properties7.12.13indirekt
npm@babel/plugin-syntax-class-static-block7.14.5indirekt
npm@babel/plugin-syntax-decorators7.25.9indirekt
npm@babel/plugin-syntax-flow7.26.0indirekt
npm@babel/plugin-syntax-import-assertions7.26.0indirekt
npm@babel/plugin-syntax-import-attributes7.26.0indirekt
npm@babel/plugin-syntax-import-meta7.10.4indirekt
npm@babel/plugin-syntax-json-strings7.8.3indirekt
npm@babel/plugin-syntax-jsx7.25.9indirekt
npm@babel/plugin-syntax-logical-assignment-operators7.10.4indirekt
npm@babel/plugin-syntax-nullish-coalescing-operator7.8.3indirekt
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npm@babel/plugin-syntax-private-property-in-object7.14.5indirekt
npm@babel/plugin-syntax-top-level-await7.14.5indirekt
npm@babel/plugin-syntax-typescript7.25.9indirekt
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npm@babel/plugin-transform-arrow-functions7.25.9indirekt
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npm@babel/plugin-transform-block-scoped-functions7.25.9indirekt
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npm@babel/plugin-transform-class-static-block7.26.0indirekt
npm@babel/plugin-transform-classes7.25.9indirekt
npm@babel/plugin-transform-computed-properties7.25.9indirekt
npm@babel/plugin-transform-destructuring7.25.9indirekt
npm@babel/plugin-transform-dotall-regex7.25.9indirekt
npm@babel/plugin-transform-duplicate-keys7.25.9indirekt
npm@babel/plugin-transform-duplicate-named-capturing-groups-regex7.25.9indirekt
npm@babel/plugin-transform-dynamic-import7.25.9indirekt
npm@babel/plugin-transform-exponentiation-operator7.25.9indirekt
npm@babel/plugin-transform-export-namespace-from7.25.9indirekt
npm@babel/plugin-transform-flow-strip-types7.25.9indirekt
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npm@babel/plugin-transform-function-name7.25.9indirekt
npm@babel/plugin-transform-json-strings7.25.9indirekt
npm@babel/plugin-transform-literals7.25.9indirekt
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npm@babel/plugin-transform-member-expression-literals7.25.9indirekt
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npm@babel/plugin-transform-modules-commonjs7.25.9indirekt
npm@babel/plugin-transform-modules-systemjs7.25.9indirekt
npm@babel/plugin-transform-modules-umd7.25.9indirekt
npm@babel/plugin-transform-named-capturing-groups-regex7.25.9indirekt
npm@babel/plugin-transform-new-target7.25.9indirekt
npm@babel/plugin-transform-nullish-coalescing-operator7.25.9indirekt
npm@babel/plugin-transform-numeric-separator7.25.9indirekt
npm@babel/plugin-transform-object-rest-spread7.25.9indirekt
npm@babel/plugin-transform-object-super7.25.9indirekt
npm@babel/plugin-transform-optional-catch-binding7.25.9indirekt
npm@babel/plugin-transform-optional-chaining7.25.9indirekt
npm@babel/plugin-transform-parameters7.25.9indirekt
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PyPImike—indirekt
PyPImkdocs—indirekt
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PyPImkdocs-redirects—indirekt
PyPImkdocstrings—indirekt
PyPIpymdown-extensions—indirekt
JSON-Rohbericht maschinenlesbar
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            "name": "yocto-queue",
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          {
            "name": "mkdocs",
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            "name": "mkdocs-jupyter",
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            "name": "mkdocs-material",
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            "name": "mkdocs-redirects",
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        ],
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        "truncated": false,
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    },
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      "bus_factor": 2,
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        {
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          "login": "mvesin",
          "commits": 2289,
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        {
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          "login": "srcansiz",
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          "avatar_url": "https://avatars.githubusercontent.com/u/28705816?v=4"
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        {
          "type": "User",
          "login": "ybouilla",
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          "avatar_url": "https://avatars.githubusercontent.com/u/20681218?v=4"
        },
        {
          "type": "User",
          "login": "ErwanDemairy",
          "commits": 186,
          "avatar_url": "https://avatars.githubusercontent.com/u/3737716?v=4"
        },
        {
          "type": "User",
          "login": "AyedSamy",
          "commits": 68,
          "avatar_url": "https://avatars.githubusercontent.com/u/55320208?v=4"
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        {
          "type": "User",
          "login": "leonard2103",
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          "avatar_url": "https://avatars.githubusercontent.com/u/31116530?u=864eb04f243fa0055a65eb0debae86e07b89387a&v=4"
        },
        {
          "type": "User",
          "login": "angeacn",
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          "avatar_url": "https://avatars.githubusercontent.com/u/135958748?v=4"
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      ],
      "contributors_sampled": 23,
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      "has_tests": true,
      "ci_workflows": [
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        "codespell.yml",
        "deploy.yml",
        "docker-deploy.yml",
        "end-to-end.yml",
        "endurance-tests.yml",
        "fbm-generic-test.yml",
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      "has_docs_dir": true,
      "linter_configs": [
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      "has_linter_config": true,
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
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            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
            "name": "CI-Tests",
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            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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          {
            "name": "Code-Review",
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            "reason": "Found 14/27 approved changesets -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Contributors",
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            "reason": "project has 35 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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          {
            "name": "Dependency-Update-Tool",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
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          {
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            "reason": "license file detected",
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          {
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          {
            "name": "Packaging",
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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            "name": "Pinned-Dependencies",
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          {
            "name": "SAST",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "name": "Security-Policy",
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "key": "overall",
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      "note": null,
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            "key": "development_activity",
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                "key": "push_recency",
                "name": "Push recency",
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                "key": "commit_volume",
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                "detail": "279 commits in the last year",
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                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
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                "key": "openssf_scorecard_signed_releases",
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        "value": 54,
        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
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            "note": null,
            "notes": [],
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            "components": [
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                "key": "stars",
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                "key": "forks",
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                "points": 10.3,
                "status": "partial",
                "details": [
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                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "8 watchers",
                "points": 4.7,
                "status": "partial",
                "details": [
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                    "code": "watchers",
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
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            "components": [
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                "key": "readme",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
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                    "code": "license_custom",
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
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                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
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                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "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": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 45,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 472
            },
            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "472 downloads/month across pypi",
                "points": 35.7,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 472,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 71,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 23,
              "top_contributor_share": 0.309
            },
            "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
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 31% of commits",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 31
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "23 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 23
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 35 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "merged_prs": 464,
              "open_issues": 204,
              "closed_issues": 1070,
              "issue_closed_ratio": 0.84,
              "closed_unmerged_prs": 99
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "84% of issues closed",
                "points": 39.3,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 84
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "464/563 decided PRs merged",
                "points": 31.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 464,
                      "decided": 563
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 14/27 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "followers": 15,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "fedbiomed",
              "public_repos": 5,
              "account_age_days": 1177
            },
            "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": "15 followers of fedbiomed",
                "points": 8.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 15,
                      "login": "fedbiomed"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "5 public repos, account ~3 yr old",
                "points": 12.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 5
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "fedbiomed"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 7
            },
            "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 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "9 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "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": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "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": "9 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "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": ".flake8, tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8, tox.ini"
                    }
                  }
                ],
                "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": "27 out of 27 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "ai",
                "analytics",
                "biomedical",
                "clinical",
                "collaborative",
                "data-science",
                "dataset",
                "federated",
                "healthcare",
                "learning",
                "multicentric",
                "privacy",
                "security"
              ],
              "has_wiki": true,
              "homepage": "https://fedbiomed.org",
              "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://fedbiomed.org",
                "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": "13 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "27 out of 27 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 14/27 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 35 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "121 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 41,
        "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": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pdm.lock",
                "yarn.lock"
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": ".flake8, tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8, tox.ini"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, 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": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 99804,
              "source_files_sampled": 446,
              "oversized_source_files": 5
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
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Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.11.0 — vollständige Methodik · Metriken-Wiki.

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