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Software-GesundheitsberichtSchema 0.12.0 · Metriken 1.13.0 · 2026-07-17 18:59 UTC

tensorflow / text

Making text a first-class citizen in TensorFlow.

C++ · PythonApache-2.0★ 1.290 Sterne⑂ 379 Forksseit Mai 2019Auf GitHub ansehen ↗

tensorflow/text erreicht einen Gesundheitsindex von 63 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Community & Adoption (76/100) ab, am schwächsten bei Security (34/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

63
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.

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)
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

tensorflowOrganisation
21.565 Follower107 öffentliche Reposseit Nov. 2015

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?

71Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
10.4/36Commit-Rhythmus — 15/52 Wochen mit Commits
13.1/18Commit-Volumen — 28 Commits im letzten Jahr
5/10OpenSSF Scorecard: Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
Verwendete Eingangsdaten
commits_last_year28
human_commit_share
days_since_last_push0
active_weeks_last_year15
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 64 Releases veröffentlicht
27/36Release-Aktualität — letztes Release vor 129 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 81 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count64
latest_release_tagv2.20.1
releases_from_tagsnein
days_since_latest_release129
mean_days_between_releases81
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?

76Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
50.5/60Stars — 1.290 Stars
21.5/25Forks — 379 Forks
8.8/15Watcher — 39 Watcher
Verwendete Eingangsdaten
forks379
stars1.290
watchers39
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

66Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
15.2/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 32 % der Commits
13.5/13.5Breite der Beitragenden — 100 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor2
contributors_sampled100
top_contributor_share0,324
Wie die Bewertung erfolgt
30.6/46.8Issue-Lösungsquote — 65 % der Issues geschlossen
22.6/38.3PR-Annahme — 653/1.106 entschiedene PRs gemergt
3/15OpenSSF Scorecard: Code-Review — Found 8/29 approved changesets -- score normalized to 2
Verwendete Eingangsdaten
merged_prs653
open_issues92
closed_issues174
issue_closed_ratio0,654
closed_unmerged_prs453
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
25/25Reichweite des Inhabers — 21.565 Follower von tensorflow
25/25Kontohistorie — 107 öffentliche Repos, Kontoalter ca. 10 Jahre
Verwendete Eingangsdaten
followers21.565
owner_typeOrganization
is_verified
owner_logintensorflow
public_repos107
account_age_days3.907

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

62Mittel · 20 % des Gesamtindex
Wie die Bewertung erfolgt
0/24CI-Workflows
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cinein
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://www.tensorflow.org/beta/tutorials/tensorflow_text/intro
10/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepagehttps://www.tensorflow.org/beta/tutorials/tensorflow_text/intro
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

34Gefährdet · 16 % des Gesamtindex

Sicherheitslage

34Gefährdet
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 22 out of 22 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
1.5/7.5Code-Review — Found 8/29 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 11 contributing companies or organizations
0/10Dangerous-Workflow — keine Daten
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
3.8/7.5Maintained — 7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — keine Daten
0/7.5Vulnerabilities — 39 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate3,4
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): dangerous_workflow, packaging, signed_releases, token_permissions. 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.

43Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — C++ (statisch typisiert)
0/10Reproduzierbare Umgebung
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
lockfiles
has_dockerfilenein
typed_languageja
bootstrap_files
has_devcontainernein
has_linter_confignein
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.
Wie die Bewertung erfolgt
45/45Typprüfbarer Code — C++ (statisch typisiert)
54.8/55Handhabbare Dateigrößen — 1/314 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageC++
largest_source_bytes107.994
source_files_sampled314
oversized_source_files1
Wie die Bewertung erfolgt
40/40API-Schema (OpenAPI/GraphQL/proto) — tensorflow_text/core/kernels/edit_changes.proto
0/20MCP-Server
40/40Lauffähige Beispiele — examples, notebooks
Verwendete Eingangsdaten
example_dirsexamples, notebooks
has_mcp_signalnein
api_schema_filestensorflow_text/core/kernels/edit_changes.proto

Eckdaten

1.290GitHub-Sterne
100Mitwirkende
28Commits, letzte 12 Monate
0Tage seit letztem Push
64Releases
2Bus-Faktor
92offene Issues
Paket-Ökosysteme

Weitere Details

OpenSSF Scorecard 3.4 / 10
3.4Gesamtwert

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 · 2026-07-17 18:59 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests22 out of 22 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 8/29 approved changesets -- score normalized to 2
10Contributorsproject has 11 contributing companies or organizations
k. A.Dangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
5Maintained7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
k. A.Token-PermissionsNo tokens found
0Vulnerabilities39 existing vulnerabilities detected
Alle Abhängigkeiten 81

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 81 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
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PyPIastunparse1.6.3indirekt
PyPIattrs25.4.0indirekt
PyPIcertifi2025.11.12indirekt
PyPIcharset-normalizer3.4.4indirekt
PyPIclick8.1.8indirekt
PyPIdm-tree0.1.8indirekt
PyPIdm-tree0.1.9indirekt
PyPIdocstring-parser0.17.0indirekt
PyPIeinops0.8.1indirekt
PyPIetils1.13.0indirekt
PyPIetils1.5.2indirekt
PyPIflatbuffers25.12.19indirekt
PyPIfsspec2025.12.0indirekt
PyPIfsspec2025.3.0indirekt
PyPIgast0.7.0indirekt
PyPIgoogle-pasta0.2.0indirekt
PyPIgoogleapis-common-protos1.72.0indirekt
PyPIgrpcio1.76.0indirekt
PyPIh5py3.13.0indirekt
PyPIidna3.11indirekt
PyPIimmutabledict4.2.2indirekt
PyPIimportlib-metadata8.6.1indirekt
PyPIimportlib-resources6.5.2indirekt
PyPIkeras3.10.0indirekt
PyPIkeras3.11.0indirekt
PyPIkeras3.13.0indirekt
PyPIlibclang18.1.1indirekt
PyPImarkdown3.10indirekt
PyPImarkdown3.8indirekt
PyPImarkdown-it-py3.0.0indirekt
PyPImarkdown-it-py4.0.0indirekt
PyPImarkupsafe3.0.3indirekt
PyPImdurl0.1.2indirekt
PyPIml-dtypes0.5.4indirekt
PyPInamex0.1.0indirekt
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PyPIopt-einsum3.4.0indirekt
PyPIoptree0.18.0indirekt
PyPIpackaging25.0indirekt
PyPIpillow11.0.0indirekt
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PyPIpromise2.3indirekt
PyPIprotobufindirekt
PyPIprotobuf6.32.0indirekt
PyPIprotobuf6.33.2indirekt
PyPIpsutil7.1.3indirekt
PyPIpyarrow22.0.0indirekt
PyPIpygments2.19.2indirekt
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PyPIrich14.2.0indirekt
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PyPIsimple-parsing0.1.7indirekt
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PyPItensorboard2.20.0indirekt
PyPItensorboard-data-server0.7.2indirekt
PyPItensorflowindirekt
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PyPItensorflow-datasetsindirekt
PyPItensorflow-datasets4.9.3indirekt
PyPItensorflow-datasets4.9.9indirekt
PyPItensorflow-metadataindirekt
PyPItensorflow-metadata1.17.3indirekt
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PyPItf-kerasindirekt
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PyPIurllib32.5.0indirekt
PyPIwerkzeug3.1.4indirekt
PyPIwheel0.45.1indirekt
PyPIwrapt2.0.1indirekt
PyPIzipp3.23.0indirekt
JSON-Rohbericht maschinenlesbar
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                "key": "watchers",
                "name": "Watchers",
                "detail": "39 watchers",
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                "status": "partial",
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                    "code": "watchers",
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                  {
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                  {
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        "key": "governance",
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        "name": "Sustainability & Governance",
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                "key": "openssf_scorecard_contributors",
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                "key": "issue_resolution",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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            "notes": [],
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                "key": "verified_domain",
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                "status": "missed",
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                "key": "owner_reach",
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              {
                "key": "track_record",
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                "detail": "107 public repos, account ~10 yr old",
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                    "code": "account_age_years",
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                "max_points": 25
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        ],
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        "key": "engineering",
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        "name": "Engineering Quality",
        "value": 62,
        "weight": 0.2,
        "metrics": [
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                "key": "ci_workflows",
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                "key": "tests_present",
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                "key": "linter_config",
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              {
                "key": "pre_commit_hooks",
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                "key": "editorconfig",
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              {
                "key": "openssf_scorecard_ci_tests",
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
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            "notes": [],
            "value": 90,
            "inputs": {
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            "components": [
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              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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              {
                "key": "repository_description",
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              {
                "key": "topics",
                "name": "Topics",
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              {
                "key": "wiki",
                "name": "Wiki",
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            ]
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        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
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            "key": "security_posture",
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            "notes": [
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                "code": "excluded_no_data",
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            ],
            "value": 34,
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              "scorecard_aggregate": 3.4
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            "components": [
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                "key": "binary_artifacts",
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              {
                "key": "branch_protection",
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                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
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                "key": "code_review",
                "name": "Code-Review",
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                "key": "contributors",
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                "detail": "project has 11 contributing companies or organizations",
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                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 10
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              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
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                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "7 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 5
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                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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                "status": "missed",
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              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
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                "status": "met",
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                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
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                "status": "missed",
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              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "status": "excluded",
                "details": [
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                ],
                "max_points": 7.5
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                "key": "token_permissions",
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                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 7.5
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "39 existing vulnerabilities detected",
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                "status": "missed",
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            ]
          },
          {
            "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",
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            ],
            "value": 100,
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              "meaning": "self-published location evidence; not nationality or citizenship",
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              "policy_countries": [
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                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 5
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
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                    "code": "jurisdiction_no_match",
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                "max_points": 100
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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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      {
        "key": "ai_readiness",
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        "name": "AI Readiness",
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        "weight": 0,
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              {
                "code": "weights_renormalized",
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            "value": 1,
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              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
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            "components": [
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                "key": "agent_instructions",
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                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
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                "status": "missed",
                "details": [
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                "max_points": 45
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              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
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                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "notes": [
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            "components": [
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                "key": "one_command_bootstrap",
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                "key": "automated_tests",
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                "key": "static_type_checking",
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                "key": "reproducible_environment",
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              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
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                "details": [
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                "max_points": 8
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              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
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          },
          {
            "key": "ai_code_legibility",
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            "notes": [],
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              "largest_source_bytes": 107994,
              "source_files_sampled": 314,
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            "components": [
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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 v0.12.0 — vollständige Methodik · Metriken-Wiki.

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