Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.15.0 · Metriken 1.13.0 · 2026-07-19 10:35 UTC
keras-team / tf-keras
The TensorFlow-specific implementation of the Keras API, which was the default Keras from 2019 to 2023.
keras-team/tf-keras erreicht einen Gesundheitsindex von 63 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Sustainability & Governance (72/100) ab, am schwächsten bei AI Readiness (30/100). Zuletzt vor 1 Tag aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.
63
gesamt / 100Software-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.
63
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)
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
KerasOrganisation
2.788 Follower21 öffentliche Reposseit Dez. 2017
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
69
Entwicklungsaktivität
66Mittel
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 1 Tagen |
| 11.8/36 | Commit-Rhythmus — 17/52 Wochen mit Commits |
| 13.3/18 | Commit-Volumen — 29 Commits im letzten Jahr |
| 5/10 | OpenSSF Scorecard: Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
Verwendete Eingangsdaten
| commits_last_year | 29 |
| human_commit_share | — |
| days_since_last_push | 1 |
| active_weeks_last_year | 17 |
Release-Disziplin
74Gut
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 7 Releases veröffentlicht |
| 27/36 | Release-Aktualität — letztes Release vor 122 Tagen |
| 12.6/27 | Release-Rhythmus — ein Release etwa alle 140,9 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 7 |
| latest_release_tag | v2.21.0 |
| releases_from_tags | nein |
| days_since_latest_release | 122 |
| mean_days_between_releases | 140,9 |
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?
63
Popularität & Verbreitung
49Gefährdet
Wie die Bewertung erfolgt
| 31.6/60 | Stars — 90 Stars |
| 14.3/25 | Forks — 53 Forks |
| 2.7/15 | Watcher — 4 Watcher |
Verwendete Eingangsdaten
| forks | 53 |
| stars | 90 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
78Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 7.2/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | ja |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
72
Wie die Bewertung erfolgt
| 36/54 | Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab |
| 13.5/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 40 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 100 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 26 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0,398 |
Wie die Bewertung erfolgt
| 41.7/46.8 | Issue-Lösungsquote — 89 % der Issues geschlossen |
| 18.6/38.3 | PR-Annahme — 101/208 entschiedene PRs gemergt |
| 4.5/15 | OpenSSF Scorecard: Code-Review — Found 9/29 approved changesets -- score normalized to 3 |
Verwendete Eingangsdaten
| merged_prs | 101 |
| open_issues | 73 |
| closed_issues | 602 |
| issue_closed_ratio | 0,892 |
| closed_unmerged_prs | 107 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 24.8/25 | Reichweite des Inhabers — 2.788 Follower von keras-team |
| 21.8/25 | Kontohistorie — 21 öffentliche Repos, Kontoalter ca. 8 Jahre |
Verwendete Eingangsdaten
| followers | 2.788 |
| owner_type | Organization |
| is_verified | — |
| owner_login | keras-team |
| public_repos | 21 |
| account_age_days | 3.141 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
61
Engineering-Praktiken
68Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 5 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
50Mittel
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | — |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
46
Sicherheitslage
46Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 9/29 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 26 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 3.8/7.5 | Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 25 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4,6 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, 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.
30
AI-Agentenkontext & Leitlinien
1Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| 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)
39Gefährdet
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — devcontainer, Dockerfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | — |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | ja |
| has_linter_config | nein |
| 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
52Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 52.5/55 | Handhabbare Dateigrößen — 35/757 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 248.460 |
| source_files_sampled | 757 |
| oversized_source_files | 35 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 40/40 | API-Schema (OpenAPI/GraphQL/proto) — tf_keras/protobuf/projector_config.proto, tf_keras/protobuf/saved_metadata.proto, tf_keras/protobuf/versions.proto |
| 0/20 | MCP-Server |
| 0/40 | Lauffähige Beispiele |
Verwendete Eingangsdaten
| example_dirs | — |
| has_mcp_signal | nein |
| api_schema_files | tf_keras/protobuf/projector_config.proto, tf_keras/protobuf/saved_metadata.proto, tf_keras/protobuf/versions.proto |
Eckdaten
90GitHub-Sterne
100Mitwirkende
29Commits, letzte 12 Monate
1Tage seit letztem Push
7Releases
3Bus-Faktor
73offene 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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 22 out of 22 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 9/29 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 26 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 5 | Maintained | 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5 |
| k. A. | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 25 existing vulnerabilities detected |
Alle Abhängigkeiten 84
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 84 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | absl-py | 2.4.0 | indirekt |
| PyPI | astunparse | 1.6.3 | indirekt |
| PyPI | black | 22.3.0 | indirekt |
| PyPI | build | 1.4.0 | indirekt |
| PyPI | certifi | 2026.1.4 | indirekt |
| PyPI | charset-normalizer | 3.4.4 | indirekt |
| PyPI | click | 8.3.1 | indirekt |
| PyPI | flake8 | 4.0.1 | indirekt |
| PyPI | flatbuffers | 25.12.19 | indirekt |
| PyPI | gast | 0.7.0 | indirekt |
| PyPI | google-pasta | 0.2.0 | indirekt |
| PyPI | grpcio | 1.76.0 | indirekt |
| PyPI | h5py | 3.14.0 | indirekt |
| PyPI | idna | 3.11 | indirekt |
| PyPI | isort | 5.10.1 | indirekt |
| PyPI | keras-nightly | 3.12.0.dev2025100703 | indirekt |
| PyPI | libclang | 18.1.1 | indirekt |
| PyPI | markdown | 3.10.1 | indirekt |
| PyPI | markdown-it-py | 4.0.0 | indirekt |
| PyPI | markupsafe | 3.0.3 | indirekt |
| PyPI | mccabe | 0.6.1 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | ml-dtypes | 0.5.4 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | namex | 0.1.0 | indirekt |
| PyPI | numpy | 2.1.3 | indirekt |
| PyPI | nvidia-cublas-cu12 | 12.5.3.2 | indirekt |
| PyPI | nvidia-cuda-cupti-cu12 | 12.5.82 | indirekt |
| PyPI | nvidia-cuda-nvcc-cu12 | 12.5.82 | indirekt |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.5.82 | indirekt |
| PyPI | nvidia-cuda-runtime-cu12 | 12.5.82 | indirekt |
| PyPI | nvidia-cudnn-cu12 | 9.3.0.75 | indirekt |
| PyPI | nvidia-cufft-cu12 | 11.2.3.61 | indirekt |
| PyPI | nvidia-curand-cu12 | 10.3.6.82 | indirekt |
| PyPI | nvidia-cusolver-cu12 | 11.6.3.83 | indirekt |
| PyPI | nvidia-cusparse-cu12 | 12.5.1.3 | indirekt |
| PyPI | nvidia-nccl-cu12 | 2.25.1 | indirekt |
| PyPI | nvidia-nvjitlink-cu12 | 12.5.82 | indirekt |
| PyPI | opt-einsum | 3.4.0 | indirekt |
| PyPI | optree | 0.18.0 | indirekt |
| PyPI | packaging | 26.0 | indirekt |
| PyPI | pandas | — | indirekt |
| PyPI | pandas | 2.3.3 | indirekt |
| PyPI | pathspec | 1.0.4 | indirekt |
| PyPI | pillow | — | indirekt |
| PyPI | pillow | 12.1.0 | indirekt |
| PyPI | platformdirs | 4.5.1 | indirekt |
| PyPI | portpicker | — | indirekt |
| PyPI | portpicker | 1.6.0 | indirekt |
| PyPI | protobuf | 6.33.5 | indirekt |
| PyPI | psutil | 7.2.2 | indirekt |
| PyPI | pycodestyle | 2.8.0 | indirekt |
| PyPI | pydot | — | indirekt |
| PyPI | pydot | 4.0.1 | indirekt |
| PyPI | pyflakes | 2.4.0 | indirekt |
| PyPI | pygments | 2.19.2 | indirekt |
| PyPI | pyparsing | 3.3.2 | indirekt |
| PyPI | pyproject-hooks | 1.2.0 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | pytz | 2025.2 | indirekt |
| PyPI | pyyaml | — | indirekt |
| PyPI | pyyaml | 6.0.3 | indirekt |
| PyPI | requests | 2.32.5 | indirekt |
| PyPI | rich | 14.3.2 | indirekt |
| PyPI | scipy | — | indirekt |
| PyPI | scipy | 1.15.3 | indirekt |
| PyPI | setuptools | 80.10.2 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | tb-nightly | 2.20.0a20250717 | indirekt |
| PyPI | tensorboard | — | indirekt |
| PyPI | tensorboard | 2.20.0 | indirekt |
| PyPI | tensorboard-data-server | 0.7.2 | indirekt |
| PyPI | tensorflow-io | 0.37.1 | indirekt |
| PyPI | tensorflow-io-gcs-filesystem | 0.37.1 | indirekt |
| PyPI | termcolor | 3.3.0 | indirekt |
| PyPI | tf-nightly | — | indirekt |
| PyPI | tf-nightly | 2.21.0.dev20260203 | indirekt |
| PyPI | tomli | 2.4.0 | indirekt |
| PyPI | typing-extensions | 4.15.0 | indirekt |
| PyPI | tzdata | 2025.3 | indirekt |
| PyPI | urllib3 | 2.6.3 | indirekt |
| PyPI | werkzeug | 3.1.5 | indirekt |
| PyPI | wheel | 0.46.3 | indirekt |
| PyPI | wrapt | 2.1.1 | indirekt |
JSON-Rohbericht maschinenlesbar
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"created_at": "2023-09-03T21:20:51Z",
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"tf_keras/protobuf/versions.proto"
],
"has_devcontainer": true,
"typecheck_configs": [],
"largest_source_bytes": 248460,
"source_files_sampled": 757,
"oversized_source_files": 35,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
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"manifests": [
"requirements.txt",
"requirements_lock_3_10.txt",
"setup.cfg"
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"all_dependencies": {
"error": null,
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{
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"name": "google-pasta",
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{
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{
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{
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{
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{
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{
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"key": "fuzzing",
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{
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{
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{
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{
"key": "token_permissions",
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{
"key": "vulnerabilities",
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{
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"notes": [
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"components": [
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],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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{
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"name": "AI Readiness",
"value": 30,
"weight": 0,
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"status": "missed",
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"max_points": 45
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{
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},
{
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}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-19T10:35:20.868267Z",
"schema_version": "0.15.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/keras-team/tf-keras.svg",
"full_name": "keras-team/tf-keras",
"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 v0.15.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken.