Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-23 17:49 UTC

PreferredAI / cornac

A Comparative Framework for Multimodal Recommender Systems

Python · Cython · C++Apache-2.0★ 1.052 Sterne⑂ 171 Forksseit Juli 2018Auf GitHub ansehen ↗

PreferredAI/cornac erreicht einen Gesundheitsindex von 65 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (78/100) ab, am schwächsten bei Security (18/100). Zuletzt vor 5 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

65
gesamt / 100
Mittel

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.

65
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

Preferred.AIOrganisation
62 Follower52 öffentliche Reposseit Nov. 2017

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIcornac2.6.0-68vor 8 Tagenrecommender-systemcollaborative-filteringmultimodalpreference-learningrecommendation

Metriken nach Kategorie

Vitalität

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

78Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 5 Tagen
11.1/36Commit-Rhythmus — 16/52 Wochen mit Commits
14.1/18Commit-Volumen — 36 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — keine Daten
Verwendete Eingangsdaten
commits_last_year36
human_commit_share1
days_since_last_push5
active_weeks_last_year16
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 63 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 8 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 77,7 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count63
latest_release_tagv2.6.0
releases_from_tagsnein
days_since_latest_release8
mean_days_between_releases77,7

Community & Verbreitung

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

70Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
49/60Stars — 1.052 Stars
18.6/25Forks — 171 Forks
7.4/15Watcher — 22 Watcher
Verwendete Eingangsdaten
forks171
stars1.052
watchers22
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)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
7.2/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templateja
has_code_of_conductnein
has_pull_request_templateja

Nachhaltigkeit & Governance

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

70Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
10.6/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 53 % der Commits
13.5/13.5Breite der Beitragenden — 27 Beitragende
0/10OpenSSF Scorecard: Contributors — keine Daten
Verwendete Eingangsdaten
bus_factor1
contributors_sampled27
top_contributor_share0,527
Wie die Bewertung erfolgt
40/46.8Issue-Lösungsquote — 86 % der Issues geschlossen
34.8/38.3PR-Annahme — 487/536 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — keine Daten
Verwendete Eingangsdaten
merged_prs487
open_issues25
closed_issues148
issue_closed_ratio0,855
closed_unmerged_prs49
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
12.9/25Reichweite des Inhabers — 62 Follower von PreferredAI
24.6/25Kontohistorie — 52 öffentliche Repos, Kontoalter ca. 8 Jahre
Verwendete Eingangsdaten
followers62
owner_typeOrganization
is_verified
owner_loginPreferredAI
public_repos52
account_age_days3.157

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 8 Tagen
20/20Versionshistorie — 68 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagescornac
ecosystemspypi
any_deprecatednein
min_days_since_publish8

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

76Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 5 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://cornac.preferred.ai
10/10Repository-Beschreibung
10/10Topics — 8 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsrecommender-system, recommendation-algorithms, recommendation-engine, matrix-factorization, collaborative-filtering, multimodal-learning, recommendation-system, multimodality
has_wikija
homepagehttps://cornac.preferred.ai
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

18Kritisch · 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
lockfiles
manifestsdocs/requirements.txt, pyproject.toml, requirements.txt, setup.cfg, setup.py
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.
Wie die Bewertung erfolgt
26.6/35Direkte Abhängigkeiten ohne bekannte Advisories — 1 betroffen: scipy 1.2.1 (unknown)
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
37.2/40Keine offenen Advisories — 1 Paket(e) mit Advisory seit über 90 Tagen unbehandelt; ältestes vor 1.114 Tagen veröffentlicht
Verwendete Eingangsdaten
sourceosv
advisories755
affected_packages7
assessed_packages12
unassessed_packages28
affected_by_severitycritical 3, moderate 1, unknown 3
direct_affected_packages1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories. Die verbleibenden Gewichte wurden renormalisiert. 12 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 28 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

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.

50Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
37.9/40Lesbare Commit-Historie — 71 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,71
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — docs/Makefile
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile
4/10Belegte Agentenpraxis — 2 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_filesdocs/Makefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0,02
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
54.3/55Handhabbare Dateigrößen — 44/3.562 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes1.058.368
source_files_sampled3.562
oversized_source_files44
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

1.052GitHub-Sterne
27Mitwirkende
36Commits, letzte 12 Monate
5Tage seit letztem Push
63Releases
1Bus-Faktor
25offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'cornac.models.c2pf.c2pf' from its registry
  • deps.dev does not index pypi:cornac@2.6.0; advisories assessed against the repository dependency graph instead
  • Advisory severity resolved for 120 of 752 advisories (lookup cap); the remainder are reported as unknown severity
  • OpenSSF Scorecard did not return a usable result (2026/07/23 17:48:33 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 171 ⇿
0Sterne
171Forks
62Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

0408012016020016862018-102022-082026-07
Major 2Minor 25Patch 34

Jeder Punkt umfasst 8 Tage.

Direkte Abhängigkeiten 4
RegistryPaketVersionsvorgabeManifest
PyPInumpy>2.0.0pyproject.toml
PyPIscipypyproject.toml
PyPItqdmpyproject.toml
PyPIpowerlawpyproject.toml
Alle Abhängigkeiten 40

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 5 direkte und 35 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPInumpydirekt
PyPIpowerlawdirekt
PyPIscipydirekt
PyPIscipy1.2.1direkt
PyPItqdmdirekt
PyPIcythonindirekt
PyPIdcorindirekt
PyPIdglindirekt
PyPIdgl1.1.0indirekt
PyPIdgl2.4.0indirekt
PyPIdgl2.4.0+cu118indirekt
PyPIfilelock3.8.2indirekt
PyPIflaskindirekt
PyPIhuggingface-hubindirekt
PyPImyst-parserindirekt
PyPInltkindirekt
PyPIpandasindirekt
PyPIpandas2.2.3indirekt
PyPIpydata-sphinx-themeindirekt
PyPIpytestindirekt
PyPIpytest-covindirekt
PyPIpytest-xdistindirekt
PyPIrequestsindirekt
PyPIsansaindirekt
PyPIscikit-learnindirekt
PyPIsentence-transformersindirekt
PyPIsentence-transformers2.2.2indirekt
PyPIsetuptoolsindirekt
PyPIsimilaripy0.1.3indirekt
PyPIsphinx-copybuttonindirekt
PyPIsphinx-designindirekt
PyPItensorflowindirekt
PyPItensorflow1.15.4indirekt
PyPItensorflow2.12.0indirekt
PyPItensorflow2.21.0indirekt
PyPItorchindirekt
PyPItorch2.0.0indirekt
PyPItorch2.3.*indirekt
PyPItorchvisionindirekt
PyPItransformersindirekt
Abhängigkeits-Advisories 7

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 12 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 7 tragen bekannte Advisories, davon 1 direkte. 28 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
dgl1.1.0indirektkritisch1
dgl2.4.0indirektkritisch1
tensorflow1.15.4indirektkritisch7172.11.1
filelock3.8.2indirektmittel43.20.3
scipy1.2.1direktunbekannt21.10.0
tensorflow2.12.0indirektunbekannt2
torch2.0.0indirektunbekannt28

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
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          "published_at": "2024-03-05T06:52:53Z"
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          "tag": "v1.18.0",
          "kind": "minor",
          "published_at": "2023-12-12T07:49:26Z"
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          "kind": "minor",
          "published_at": "2023-10-20T02:59:14Z"
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        {
          "tag": "v1.16.0",
          "kind": "minor",
          "published_at": "2023-07-22T18:22:54Z"
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          "tag": "v1.15.4",
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          "tag": "v1.15.3",
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          "kind": "patch",
          "published_at": "2021-07-13T09:51:11Z"
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        {
          "tag": "v1.13.4",
          "kind": "patch",
          "published_at": "2021-07-12T14:42:54Z"
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        {
          "tag": "v1.13.3",
          "kind": "patch",
          "published_at": "2021-07-12T07:40:28Z"
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        {
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          "kind": "patch",
          "published_at": "2021-07-12T07:12:41Z"
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          "published_at": "2021-07-11T06:03:39Z"
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          "published_at": "2021-07-09T15:55:11Z"
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          "kind": "minor",
          "published_at": "2020-10-15T04:05:23Z"
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        {
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        ],
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            "value": 1,
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                "key": "dependabot_config",
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                "key": "dependency_lockfiles",
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          },
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                "code": "advisories_reachability",
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                ],
                "max_points": 35
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                "status": "excluded",
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                ],
                "max_points": 25
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              {
                "key": "no_advisories_left_outstanding",
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                "status": "partial",
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                    "code": "advisories_stale",
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            "note": null,
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              "packages": [],
              "red_flag": false,
              "assessed_packages": 12,
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                ],
                "max_points": 100
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
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            "notes": [
              {
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                  }
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        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
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        "name": "AI Readiness",
        "value": 50,
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            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_nix": false,
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              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
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              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
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                "key": "automated_tests",
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                "details": [],
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              {
                "key": "reproducible_environment",
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                "detail": "Dockerfile",
                "points": 10,
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                "max_points": 10
              },
              {
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              {
                "key": "automated_maintenance",
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                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
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                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
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                  }
                ],
                "max_points": 10
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            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
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              "primary_language": "Python",
              "largest_source_bytes": 1058368,
              "source_files_sampled": 3562,
              "oversized_source_files": 44
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "44/3562 source files over 60KB",
                "points": 54.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
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                      "kb": 60,
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                      "oversized": 44
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                ],
                "max_points": 55
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            ]
          },
          {
            "key": "ai_interfaces",
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            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "api_schema_files": []
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            "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",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
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                "detail": "examples, notebooks",
                "points": 40,
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                "details": [
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                    "code": "file_list",
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                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'cornac.models.c2pf.c2pf' from its registry",
    "deps.dev does not index pypi:cornac@2.6.0; advisories assessed against the repository dependency graph instead",
    "Advisory severity resolved for 120 of 752 advisories (lookup cap); the remainder are reported as unknown severity",
    "OpenSSF Scorecard did not return a usable result (2026/07/23 17:48:33 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T17:49:19.916297Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/PreferredAI/cornac.svg",
  "full_name": "PreferredAI/cornac",
  "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 v0.27.0 — vollständige Methodik · Metriken-Wiki.

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