Software-GesundheitsberichtSchema 0.16.0 · Metriken 1.13.0 · 2026-07-21 03:12 UTC

PaddlePaddle / Paddle

PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）

C++ · PythonApache-2.0★ 24.022 Sterne⑂ 6.010 Forksseit Aug. 2016Auf GitHub ansehen ↗

#paddlepaddle #deep-learning #scalability #machine-learning #neural-network #python #efficiency #distributed-training

PaddlePaddle/Paddle erreicht einen Gesundheitsindex von 86 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Engineering Quality (100/100) ab, am schwächsten bei Security (44/100). Zuletzt heute aktualisiert. 20 Mitwirkende tragen den Großteil der jüngsten Arbeit.

gesamt / 100

Exzellent

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.

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

PaddlePaddleOrganisation

7.197 Follower109 öffentliche Reposseit Nov. 2016

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?

93Exzellent · 22 % des Gesamtindex

Entwicklungsaktivität

100Exzellent

Wie die Bewertung erfolgt

36/36	Push-Aktualität — letzter Push vor 0 Tagen
36/36	Commit-Rhythmus — 52/52 Wochen mit Commits
18/18	Commit-Volumen — 3.242 Commits im letzten Jahr
0/10	OpenSSF Scorecard: Maintained — keine Daten

Verwendete Eingangsdaten

commits_last_year	3.242
human_commit_share	—
days_since_last_push	0
active_weeks_last_year	52

Release-Disziplin

82Gut

Wie die Bewertung erfolgt

27/27	Liefert Releases aus — 69 Releases veröffentlicht
27/36	Release-Aktualität — letztes Release vor 170 Tagen
19.8/27	Release-Rhythmus — ein Release etwa alle 102,3 Tage
0/10	OpenSSF Scorecard: Signed-Releases — keine Daten

Verwendete Eingangsdaten

releases_count	69
latest_release_tag	v3.3.0
releases_from_tags	nein
days_since_latest_release	170
mean_days_between_releases	102,3

Community & Verbreitung

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

96Exzellent · 18 % des Gesamtindex

Popularität & Verbreitung

100Exzellent

Wie die Bewertung erfolgt

60/60	Stars — 24.022 Stars
25/25	Forks — 6.010 Forks
15/15	Watcher — 707 Watcher

Verwendete Eingangsdaten

forks	6.010
stars	24.022
watchers	707
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community-Gesundheit

92Exzellent

Wie die Bewertung erfolgt

22.5/22.5	README
22.5/22.5	Lizenz — anerkannte Lizenz (Apache-2.0)
18/18	CONTRIBUTING-Leitfaden
13.5/13.5	Verhaltenskodex
0/7.2	Issue-Vorlage
6.3/6.3	PR-Vorlage

Verwendete Eingangsdaten

has_readme	ja
has_license	ja
has_contributing	ja
has_issue_template	nein
has_code_of_conduct	ja
has_pull_request_template	ja

Nachhaltigkeit & Governance

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

89Exzellent · 24 % des Gesamtindex

Maintainer-Resilienz (Bus-Faktor)

98Exzellent

Wie die Bewertung erfolgt

54/54	Bus-Faktor — 20 Beitragende decken die Hälfte aller Commits ab
21.1/22.5	Commit-Verteilung — wichtigste beitragende Person verfasste 6 % der Commits
13.5/13.5	Breite der Beitragenden — 100 Beitragende
0/10	OpenSSF Scorecard: Contributors — keine Daten

Verwendete Eingangsdaten

bus_factor	20
contributors_sampled	100
top_contributor_share	0,064

Reaktionsfähigkeit bei Issues & PRs

86Exzellent

Wie die Bewertung erfolgt

44.3/46.8	Issue-Lösungsquote — 95 % der Issues geschlossen
28.6/38.3	PR-Annahme — 44.356/59.309 entschiedene PRs gemergt
0/15	OpenSSF Scorecard: Code-Review — keine Daten

Verwendete Eingangsdaten

merged_prs	44.356
open_issues	1.010
closed_issues	18.326
issue_closed_ratio	0,948
closed_unmerged_prs	14.953

Eigentümerschaft & Trägerschaft

80Gut

Wie die Bewertung erfolgt

30/30	Organisatorische Trägerschaft — im Besitz einer Organisation
0/20	Verifizierte Domain
25/25	Reichweite des Inhabers — 7.197 Follower von PaddlePaddle
25/25	Kontohistorie — 109 öffentliche Repos, Kontoalter ca. 9 Jahre

Verwendete Eingangsdaten

followers	7.197
owner_type	Organization
is_verified	—
owner_login	PaddlePaddle
public_repos	109
account_age_days	3.532

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

100Exzellent · 20 % des Gesamtindex

Engineering-Praktiken

100Exzellent

Wie die Bewertung erfolgt

24/24	CI-Workflows — 51 Workflow(s)
24/24	Tests vorhanden
16/16	Linter-Konfiguration
9.6/9.6	Pre-Commit-Hooks
6.4/6.4	.editorconfig
0/20	OpenSSF Scorecard: CI-Tests — keine Daten

Verwendete Eingangsdaten

has_ci	ja
has_tests	ja
has_editorconfig	ja
has_linter_config	ja
has_precommit_config	ja

Dokumentation

100Exzellent

Wie die Bewertung erfolgt

30/30	README
25/25	Dokumentationsverzeichnis
15/15	Dokumentations-/Homepage-Site — http://www.paddlepaddle.org/
10/10	Repository-Beschreibung
10/10	Topics — 8 Topics
10/10	Wiki

Verwendete Eingangsdaten

topics	paddlepaddle, deep-learning, scalability, machine-learning, neural-network, python, efficiency, distributed-training
has_wiki	ja
homepage	http://www.paddlepaddle.org/
has_readme	ja
has_docs_dir	ja
has_description	ja

Sicherheit

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

44Gefährdet · 16 % des Gesamtindex

Sicherheitslage

30Gefährdet

Wie die Bewertung erfolgt

30/30	Sicherheitsrichtlinie (SECURITY.md)
0/25	Dependabot-Konfiguration
0/25	Lockfiles für Abhängigkeiten
0/20	CodeQL-Workflow

Verwendete Eingangsdaten

source	file_signals
lockfiles	—
manifests	pyproject.toml, python/requirements.txt, setup.py
has_codeql_workflow	nein
has_security_policy	ja
has_dependabot_config	nein

Abhängigkeits-Advisories

100Exzellent

Wie die Bewertung erfolgt

35/35	Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
0/25	Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40	Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum

Verwendete Eingangsdaten

source	osv
advisories	14
affected_packages	3
assessed_packages	13
unassessed_packages	28
affected_by_severity	high 3
direct_affected_packages	0

Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 13 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.

57Mittel · 0 % des Gesamtindex

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)

75Gut

Wie die Bewertung erfolgt

0/18	Bootstrap mit einem Befehl
22/22	Automatisierte Tests
11/11	Lint-/Format-Konfiguration
11/11	Statische Typprüfung — python/paddle/py.typed
10/10	Reproduzierbare Umgebung — Dockerfile
0/10	Belegte Agentenpraxis — keine Daten
0/8	Automatisierte Wartung — keine Daten
0/10	OpenSSF Scorecard: Pinned-Dependencies — keine Daten

Verwendete Eingangsdaten

has_nix	nein
has_tests	ja
lockfiles	—
has_dockerfile	ja
typed_language	ja
bootstrap_files	—
has_devcontainer	nein
has_linter_config	ja
typecheck_configs	python/paddle/py.typed
agent_commit_share	—
toolchain_manifests	—
dependency_bot_commit_share	—

Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.

AI-Code-Lesbarkeit für Modelle

99Exzellent

Wie die Bewertung erfolgt

45/45	Typprüfbarer Code — C++ (statisch typisiert)
54.2/55	Handhabbare Dateigrößen — 206/13.386 Quelldateien über 60 KB

Verwendete Eingangsdaten

primary_language	C++
largest_source_bytes	329.789
source_files_sampled	13.386
oversized_source_files	206

Maschinenlesbare AI-Schnittstellen

80Gut

Wie die Bewertung erfolgt

40/40	API-Schema (OpenAPI/GraphQL/proto) — paddle/cinn/hlir/pe/schedule_param.proto, paddle/cinn/ir/group_schedule/config/tile_config_desc.proto, paddle/cinn/ir/schedule/schedule_desc.proto, paddle/fluid/distributed/ps.proto, paddle/fluid/distributed/the_one_ps.proto, paddle/fluid/framework/data_feed.proto, paddle/fluid/framework/distributed_strategy.proto, paddle/fluid/framework/framework.proto, paddle/fluid/framework/heter_service.proto, paddle/fluid/framework/op_def.proto, paddle/fluid/framework/pass_desc.proto, paddle/fluid/framework/trainer_desc.proto, paddle/fluid/inference/utils/shape_range_info.proto, paddle/fluid/jit/property.proto, paddle/fluid/platform/profiler/dump/nodetree.proto, paddle/phi/api/profiler/profiler.proto, paddle/phi/core/distributed/auto_parallel/auto_parallel.proto, paddle/phi/core/external_error.proto, paddle/phi/core/framework/data_feed.proto, paddle/phi/core/framework/framework.proto, paddle/phi/core/framework/heter_service.proto, paddle/phi/core/framework/pass_desc.proto, paddle/phi/core/framework/trainer_desc.proto
0/20	MCP-Server
40/40	Lauffähige Beispiele — example

Verwendete Eingangsdaten

example_dirs	example
has_mcp_signal	nein
api_schema_files	paddle/cinn/hlir/pe/schedule_param.proto, paddle/cinn/ir/group_schedule/config/tile_config_desc.proto, paddle/cinn/ir/schedule/schedule_desc.proto, paddle/fluid/distributed/ps.proto, paddle/fluid/distributed/the_one_ps.proto, paddle/fluid/framework/data_feed.proto, paddle/fluid/framework/distributed_strategy.proto, paddle/fluid/framework/framework.proto, paddle/fluid/framework/heter_service.proto, paddle/fluid/framework/op_def.proto, paddle/fluid/framework/pass_desc.proto, paddle/fluid/framework/trainer_desc.proto, paddle/fluid/inference/utils/shape_range_info.proto, paddle/fluid/jit/property.proto, paddle/fluid/platform/profiler/dump/nodetree.proto, paddle/phi/api/profiler/profiler.proto, paddle/phi/core/distributed/auto_parallel/auto_parallel.proto, paddle/phi/core/external_error.proto, paddle/phi/core/framework/data_feed.proto, paddle/phi/core/framework/framework.proto, paddle/phi/core/framework/heter_service.proto, paddle/phi/core/framework/pass_desc.proto, paddle/phi/core/framework/trainer_desc.proto

Eckdaten

24.022GitHub-Sterne

100Mitwirkende

3.242Commits, letzte 12 Monate

0Tage seit letztem Push

69Releases

20Bus-Faktor

1.010offene Issues

PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

OpenSSF Scorecard did not return a usable result (2026/07/21 03:12:13 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Weitere Details

Alle Abhängigkeiten 41

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 41 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

Registry	Paket	Version	Beziehung
PyPI	apache-tvm-ffi	`0.1.11`	indirekt
PyPI	autograd	`1.4`	indirekt
PyPI	coverage	`7.10.7`	indirekt
PyPI	distro	`—`	indirekt
PyPI	graphviz	`—`	indirekt
PyPI	gymnasium	`—`	indirekt
PyPI	httpx	`—`	indirekt
PyPI	hypothesis	`—`	indirekt
PyPI	jinja2	`—`	indirekt
PyPI	librosa	`0.11.0`	indirekt
PyPI	mock	`—`	indirekt
PyPI	mypy	`2.1.0`	indirekt
PyPI	networkx	`—`	indirekt
PyPI	numpy	`—`	indirekt
PyPI	nvidia-ml-py3	`—`	indirekt
PyPI	opencv-python	`—`	indirekt
PyPI	opt-einsum	`3.3.0`	indirekt
PyPI	packaging	`—`	indirekt
PyPI	paddle2onnx	`—`	indirekt
PyPI	parameterized	`—`	indirekt
PyPI	pillow	`—`	indirekt
PyPI	prettytable	`—`	indirekt
PyPI	protobuf	`—`	indirekt
PyPI	pybind11-stubgen	`—`	indirekt
PyPI	pygithub	`—`	indirekt
PyPI	pyyaml	`—`	indirekt
PyPI	safetensors	`—`	indirekt
PyPI	scipy	`—`	indirekt
PyPI	setuptools	`—`	indirekt
PyPI	setuptools	`57.4.0`	indirekt
PyPI	setuptools	`69.0.2`	indirekt
PyPI	soundfile	`—`	indirekt
PyPI	triton	`—`	indirekt
PyPI	typing-extensions	`—`	indirekt
PyPI	ubelt	`1.4.0`	indirekt
PyPI	visualdl	`2.5.3`	indirekt
PyPI	wandb	`—`	indirekt
PyPI	wget	`—`	indirekt
PyPI	wheel	`0.45.1`	indirekt
PyPI	xdoctest	`1.3.0`	indirekt
PyPI	xlsxwriter	`3.0.9`	indirekt

Abhängigkeits-Advisories 3

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 13 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 3 tragen bekannte Advisories, davon 0 direkte. 28 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

Paket	Version	Beziehung	Schweregrad	Advisories	Behoben in
setuptools	`57.4.0`	indirekt	hoch	7	`83.0.0`
setuptools	`69.0.2`	indirekt	hoch	5	`83.0.0`
wheel	`0.45.1`	indirekt	hoch	2	`0.46.2`

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

{
  "data": {
    "repo": {
      "topics": [
        "paddlepaddle",
        "deep-learning",
        "scalability",
        "machine-learning",
        "neural-network",
        "python",
        "efficiency",
        "distributed-training"
      ],
      "is_fork": false,
      "size_kb": 555616,
      "has_wiki": true,
      "homepage": "http://www.paddlepaddle.org/",
      "languages": {
        "C": 345845,
        "R": 1331,
        "Go": 40954,
        "C++": 57201701,
        "Cuda": 9314392,
        "Java": 16293,
        "CMake": 1100558,
        "Jinja": 93029,
        "Shell": 945992,
        "Python": 55751283,
        "Batchfile": 109591,
        "Dockerfile": 10157
      },
      "pushed_at": "2026-07-21T03:07:53Z",
      "created_at": "2016-08-15T06:59:08Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T01:53:25Z",
      "description": "PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "develop",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "C++",
      "significant_languages": [
        "C++",
        "Python"
      ]
    },
    "owner": {
      "blog": "http://paddlepaddle.org",
      "name": null,
      "type": "Organization",
      "login": "PaddlePaddle",
      "company": null,
      "location": null,
      "followers": 7197,
      "avatar_url": "https://avatars.githubusercontent.com/u/23534030?v=4",
      "created_at": "2016-11-17T22:32:15Z",
      "is_verified": null,
      "public_repos": 109,
      "account_age_days": 3532
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": null,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 69,
      "commits_last_year": 3242,
      "latest_release_at": "2026-01-31T07:13:02Z",
      "latest_release_tag": "v3.3.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 170,
      "mean_days_between_releases": 102.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 6010,
      "stars": 24022,
      "watchers": 707,
      "open_issues_and_prs": 1560
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "example"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [
        "paddle/cinn/hlir/pe/schedule_param.proto",
        "paddle/cinn/ir/group_schedule/config/tile_config_desc.proto",
        "paddle/cinn/ir/schedule/schedule_desc.proto",
        "paddle/fluid/distributed/ps.proto",
        "paddle/fluid/distributed/the_one_ps.proto",
        "paddle/fluid/framework/data_feed.proto",
        "paddle/fluid/framework/distributed_strategy.proto",
        "paddle/fluid/framework/framework.proto",
        "paddle/fluid/framework/heter_service.proto",
        "paddle/fluid/framework/op_def.proto",
        "paddle/fluid/framework/pass_desc.proto",
        "paddle/fluid/framework/trainer_desc.proto",
        "paddle/fluid/inference/utils/shape_range_info.proto",
        "paddle/fluid/jit/property.proto",
        "paddle/fluid/platform/profiler/dump/nodetree.proto",
        "paddle/phi/api/profiler/profiler.proto",
        "paddle/phi/core/distributed/auto_parallel/auto_parallel.proto",
        "paddle/phi/core/external_error.proto",
        "paddle/phi/core/framework/data_feed.proto",
        "paddle/phi/core/framework/framework.proto",
        "paddle/phi/core/framework/heter_service.proto",
        "paddle/phi/core/framework/pass_desc.proto",
        "paddle/phi/core/framework/trainer_desc.proto"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [
        "python/paddle/py.typed"
      ],
      "largest_source_bytes": 329789,
      "source_files_sampled": 13386,
      "oversized_source_files": 206,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "python/requirements.txt",
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "setuptools",
            "direct": false,
            "version": "57.4.0",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 8.8,
            "advisory_ids": [
              "GHSA-5rjg-fvgr-3xxf",
              "GHSA-cx63-2mw6-8hw5",
              "GHSA-r9hx-vwmv-q579",
              "PYSEC-2022-43012",
              "PYSEC-2025-49",
              "PYSEC-2026-1918",
              "PYSEC-2026-3447"
            ],
            "fixed_version": "83.0.0",
            "advisory_count": 7,
            "oldest_advisory_days": 1306
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "69.0.2",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 8.8,
            "advisory_ids": [
              "GHSA-5rjg-fvgr-3xxf",
              "GHSA-cx63-2mw6-8hw5",
              "PYSEC-2025-49",
              "PYSEC-2026-1918",
              "PYSEC-2026-3447"
            ],
            "fixed_version": "83.0.0",
            "advisory_count": 5,
            "oldest_advisory_days": 735
          },
          {
            "name": "wheel",
            "direct": false,
            "version": "0.45.1",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.1,
            "advisory_ids": [
              "GHSA-8rrh-rw8j-w5fx",
              "PYSEC-2026-2047"
            ],
            "fixed_version": "0.46.2",
            "advisory_count": 2,
            "oldest_advisory_days": 179
          }
        ],
        "collected": true,
        "truncated": false,
        "by_severity": {
          "high": 3
        },
        "advisory_count": 14,
        "affected_count": 3,
        "assessed_count": 13,
        "assessed_package": null,
        "unassessed_count": 28,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "apache-tvm-ffi",
            "direct": false,
            "version": "0.1.11",
            "ecosystem": "pypi"
          },
          {
            "name": "autograd",
            "direct": false,
            "version": "1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.10.7",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "graphviz",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "gymnasium",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hypothesis",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "librosa",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mock",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-ml-py3",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opencv-python",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "opt-einsum",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "paddle2onnx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "parameterized",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "prettytable",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pybind11-stubgen",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pygithub",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "safetensors",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "57.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "69.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "soundfile",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "triton",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ubelt",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "visualdl",
            "direct": false,
            "version": "2.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "wandb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wget",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "wheel",
            "direct": false,
            "version": "0.45.1",
            "ecosystem": "pypi"
          },
          {
            "name": "xdoctest",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xlsxwriter",
            "direct": false,
            "version": "3.0.9",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 41,
        "direct_count": 0,
        "indirect_count": 41
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 550,
        "merged_prs": 44356,
        "open_issues": 1010,
        "closed_ratio": 0.948,
        "closed_issues": 18326,
        "closed_unmerged_prs": 14953
      },
      "bus_factor": 20,
      "top_contributors": [
        {
          "type": "User",
          "login": "reyoung",
          "commits": 2455,
          "avatar_url": "https://avatars.githubusercontent.com/u/728699?v=4"
        },
        {
          "type": "User",
          "login": "co63oc",
          "commits": 1971,
          "avatar_url": "https://avatars.githubusercontent.com/u/4617245?v=4"
        },
        {
          "type": "User",
          "login": "luotao1",
          "commits": 1835,
          "avatar_url": "https://avatars.githubusercontent.com/u/6836917?v=4"
        },
        {
          "type": "User",
          "login": "jacquesqiao",
          "commits": 1501,
          "avatar_url": "https://avatars.githubusercontent.com/u/3048612?v=4"
        },
        {
          "type": "User",
          "login": "tensor-tang",
          "commits": 1021,
          "avatar_url": "https://avatars.githubusercontent.com/u/21351065?v=4"
        },
        {
          "type": "User",
          "login": "JiayiFeng",
          "commits": 893,
          "avatar_url": "https://avatars.githubusercontent.com/u/8395645?v=4"
        },
        {
          "type": "User",
          "login": "SigureMo",
          "commits": 877,
          "avatar_url": "https://avatars.githubusercontent.com/u/38436475?v=4"
        },
        {
          "type": "User",
          "login": "sneaxiy",
          "commits": 859,
          "avatar_url": "https://avatars.githubusercontent.com/u/32832641?v=4"
        },
        {
          "type": "User",
          "login": "qingqing01",
          "commits": 855,
          "avatar_url": "https://avatars.githubusercontent.com/u/7845005?v=4"
        },
        {
          "type": "User",
          "login": "dzhwinter",
          "commits": 799,
          "avatar_url": "https://avatars.githubusercontent.com/u/6687176?v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.064
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "Api-Benchmark-baseline.yml",
        "Approval.yml",
        "CI-Build.yml",
        "CI-Windows.yml",
        "CI.yml",
        "CheckPRTemplate.yml",
        "Codestyle-Check.yml",
        "Coverage.yml",
        "H-Coverage.yml",
        "Night_ALL_Coverage.yml",
        "Slice-baseline.yml",
        "Slice-torch.yml",
        "_Api-Benchmark.yml",
        "_Auto-Parallel.yml",
        "_CE-CINN-Framework.yml",
        "_CE-Framework.yml",
        "_Clone-linux.yml",
        "_Clone-windows.yml",
        "_Deepmd-pd-test.yml",
        "_Distribute-stable-Formers.yml",
        "_Distribute-stable-Test.yml",
        "_Distribute-stable.yml",
        "_Doc-Preview.yml",
        "_Inference.yml",
        "_Linux-CPU.yml",
        "_Linux-DCU.yml",
        "_Linux-IXUCA.yml",
        "_Linux-NPU.yml",
        "_Linux-XPU.yml",
        "_Linux-build.yml",
        "_Mac.yml",
        "_Model-Benchmark.yml",
        "_SOT.yml",
        "_Slice.yml",
        "_Static-Check.yml",
        "_Windows-GPU.yml",
        "_Windows-Inference.yml",
        "_Windows-OPENBLAS.yml",
        "bot-approval-required.yml",
        "cancel-CI-build.yml",
        "cancel-CI.yml",
        "cancel-coverage.yml",
        "cancel-windows.yml",
        "check-bypass-slice.yml",
        "check-bypass.yml",
        "cherry-pick.yml",
        "cleanup-ccache.yml",
        "docker.yml",
        "remove-skip-ci-labels.yml",
        "rerun.yml",
        "validate-pir-versions.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": true,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": null,
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/PaddlePaddle/Paddle",
    "host": "github.com",
    "name": "Paddle",
    "owner": "PaddlePaddle"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 86,
      "inputs": {
        "security": 44,
        "vitality": 93,
        "community": 96,
        "governance": 89,
        "engineering": 100
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 93,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "commits_last_year": 3242,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 52
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "52/52 weeks with commits",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 52
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "3242 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 3242
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "releases_count": 69,
              "latest_release_tag": "v3.3.0",
              "releases_from_tags": false,
              "days_since_latest_release": 170,
              "mean_days_between_releases": 102.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "69 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 69
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 170 days ago",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 170
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~102.3 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 102.3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 96,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "forks": 6010,
              "stars": 24022,
              "watchers": 707,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "24,022 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 24022
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "6,010 forks",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 6010
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "707 watchers",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 707
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "excellent",
        "name": "Sustainability & Governance",
        "value": 89,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "bus_factor": 20,
              "contributors_sampled": 100,
              "top_contributor_share": 0.064
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "20 contributor(s) cover half of all commits",
                "points": 54,
                "status": "met",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 6% of commits",
                "points": 21.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 6
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 86,
            "inputs": {
              "merged_prs": 44356,
              "open_issues": 1010,
              "closed_issues": 18326,
              "issue_closed_ratio": 0.948,
              "closed_unmerged_prs": 14953
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "95% of issues closed",
                "points": 44.3,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 95
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "44356/59309 decided PRs merged",
                "points": 28.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 44356,
                      "decided": 59309
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 7197,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "PaddlePaddle",
              "public_repos": 109,
              "account_age_days": 3532
            },
            "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": "7,197 followers of PaddlePaddle",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 7197,
                      "login": "PaddlePaddle"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "109 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 109
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 100,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "51 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 51
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "paddlepaddle",
                "deep-learning",
                "scalability",
                "machine-learning",
                "neural-network",
                "python",
                "efficiency",
                "distributed-training"
              ],
              "has_wiki": true,
              "homepage": "http://www.paddlepaddle.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": "http://www.paddlepaddle.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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": 44,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [],
              "manifests": [
                "pyproject.toml",
                "python/requirements.txt",
                "setup.py"
              ],
              "has_codeql_workflow": false,
              "has_security_policy": true,
              "has_dependabot_config": false
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 13 resolved dependencies against OSV; 28 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 13
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 28
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 14,
              "affected_packages": 3,
              "assessed_packages": 13,
              "unassessed_packages": 28,
              "affected_by_severity": "high 3",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 13,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "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": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 57,
        "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": "good",
            "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": 75,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "python/paddle/py.typed"
              ],
              "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": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "python/paddle/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/paddle/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "C++",
              "largest_source_bytes": 329789,
              "source_files_sampled": 13386,
              "oversized_source_files": 206
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "206/13386 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 13386,
                      "oversized": 206
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "good",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "example"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "paddle/cinn/hlir/pe/schedule_param.proto",
                "paddle/cinn/ir/group_schedule/config/tile_config_desc.proto",
                "paddle/cinn/ir/schedule/schedule_desc.proto",
                "paddle/fluid/distributed/ps.proto",
                "paddle/fluid/distributed/the_one_ps.proto",
                "paddle/fluid/framework/data_feed.proto",
                "paddle/fluid/framework/distributed_strategy.proto",
                "paddle/fluid/framework/framework.proto",
                "paddle/fluid/framework/heter_service.proto",
                "paddle/fluid/framework/op_def.proto",
                "paddle/fluid/framework/pass_desc.proto",
                "paddle/fluid/framework/trainer_desc.proto",
                "paddle/fluid/inference/utils/shape_range_info.proto",
                "paddle/fluid/jit/property.proto",
                "paddle/fluid/platform/profiler/dump/nodetree.proto",
                "paddle/phi/api/profiler/profiler.proto",
                "paddle/phi/core/distributed/auto_parallel/auto_parallel.proto",
                "paddle/phi/core/external_error.proto",
                "paddle/phi/core/framework/data_feed.proto",
                "paddle/phi/core/framework/framework.proto",
                "paddle/phi/core/framework/heter_service.proto",
                "paddle/phi/core/framework/pass_desc.proto",
                "paddle/phi/core/framework/trainer_desc.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "paddle/cinn/hlir/pe/schedule_param.proto, paddle/cinn/ir/group_schedule/config/tile_config_desc.proto, paddle/cinn/ir/schedule/schedule_desc.proto, paddle/fluid/distributed/ps.proto, paddle/fluid/distributed/the_one_ps.proto, paddle/fluid/framework/data_feed.proto, paddle/fluid/framework/distributed_strategy.proto, paddle/fluid/framework/framework.proto, paddle/fluid/framework/heter_service.proto, paddle/fluid/framework/op_def.proto, paddle/fluid/framework/pass_desc.proto, paddle/fluid/framework/trainer_desc.proto, paddle/fluid/inference/utils/shape_range_info.proto, paddle/fluid/jit/property.proto, paddle/fluid/platform/profiler/dump/nodetree.proto, paddle/phi/api/profiler/profiler.proto, paddle/phi/core/distributed/auto_parallel/auto_parallel.proto, paddle/phi/core/external_error.proto, paddle/phi/core/framework/data_feed.proto, paddle/phi/core/framework/framework.proto, paddle/phi/core/framework/heter_service.proto, paddle/phi/core/framework/pass_desc.proto, paddle/phi/core/framework/trainer_desc.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "paddle/cinn/hlir/pe/schedule_param.proto, paddle/cinn/ir/group_schedule/config/tile_config_desc.proto, paddle/cinn/ir/schedule/schedule_desc.proto, paddle/fluid/distributed/ps.proto, paddle/fluid/distributed/the_one_ps.proto, paddle/fluid/framework/data_feed.proto, paddle/fluid/framework/distributed_strategy.proto, paddle/fluid/framework/framework.proto, paddle/fluid/framework/heter_service.proto, paddle/fluid/framework/op_def.proto, paddle/fluid/framework/pass_desc.proto, paddle/fluid/framework/trainer_desc.proto, paddle/fluid/inference/utils/shape_range_info.proto, paddle/fluid/jit/property.proto, paddle/fluid/platform/profiler/dump/nodetree.proto, paddle/phi/api/profiler/profiler.proto, paddle/phi/core/distributed/auto_parallel/auto_parallel.proto, paddle/phi/core/external_error.proto, paddle/phi/core/framework/data_feed.proto, paddle/phi/core/framework/framework.proto, paddle/phi/core/framework/heter_service.proto, paddle/phi/core/framework/pass_desc.proto, paddle/phi/core/framework/trainer_desc.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example"
                    }
                  }
                ],
                "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": [
    "OpenSSF Scorecard did not return a usable result (2026/07/21 03:12:13 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": "2026-07-21T03:12:52.329713Z",
  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/PaddlePaddle/Paddle.svg",
  "full_name": "PaddlePaddle/Paddle",
  "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 v0.16.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken.

Software-Gesundheitsindex

Bewertungsprofil

Eigentümerschaft

Metriken nach Kategorie

Eckdaten

Warnungen zur Datenerhebung

Weitere Details

Verwandte Einträge