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Software-GesundheitsberichtSchema 0.15.0 · Metriken 1.13.0 · 2026-07-20 09:03 UTC

NVIDIA / NeMo-Agent-Toolkit

The NVIDIA NeMo Agent toolkit is an open-source library for efficiently connecting and optimizing teams of AI agents.

PythonApache-2.0★ 2.505 Sterne⑂ 712 Forksseit März 2025Auf GitHub ansehen ↗

NVIDIA/NeMo-Agent-Toolkit erreicht einen Gesundheitsindex von 87 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Vitality (99/100) ab, am schwächsten bei Security (60/100). Zuletzt vor 1 Tag aktualisiert. 4 Mitwirkende tragen den Großteil der jüngsten Arbeit.

87
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.

87
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

NVIDIA CorporationOrganisation
28.148 Follower769 öffentliche Reposseit Mai 2012

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPInvidia-nat1.8.0161.041449vor 33 Tagenairagagents

Metriken nach Kategorie

Vitalität

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

99Exzellent · 22 % des Gesamtindex

Entwicklungsaktivität

99Exzellent
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 1 Tagen
35.3/36Commit-Rhythmus — 51/52 Wochen mit Commits
18/18Commit-Volumen — 1.207 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year1.207
human_commit_share—
days_since_last_push1
active_weeks_last_year51

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 15 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 33 Tagen
27/27Release-Rhythmus — ein Release etwa alle 26,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count15
latest_release_tagv1.8.0
releases_from_tagsnein
days_since_latest_release33
mean_days_between_releases26,1
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?

89Exzellent · 18 % des Gesamtindex

Popularität & Verbreitung

87Exzellent
Wie die Bewertung erfolgt
55.1/60Stars — 2.505 Stars
23.8/25Forks — 712 Forks
8.3/15Watcher — 32 Watcher
Verwendete Eingangsdaten
forks712
stars2.505
watchers32
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community-Gesundheit

92Exzellent
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templateja

Ökosystem-Verbreitung (Downloads)

87Exzellent
Wie die Bewertung erfolgt
69.4/80Downloads pro Monat — 161.041 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesnvidia-nat
dependents—
ecosystemspypi
total_downloads—
monthly_downloads161.041
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

88Exzellent · 24 % des Gesamtindex

Maintainer-Resilienz (Bus-Faktor)

84Gut
Wie die Bewertung erfolgt
43.2/54Bus-Faktor — 4 Beitragende decken die Hälfte aller Commits ab
17.3/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 23 % der Commits
13.5/13.5Breite der Beitragenden — 100 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor4
contributors_sampled100
top_contributor_share0,233

Reaktionsfähigkeit bei Issues & PRs

91Exzellent
Wie die Bewertung erfolgt
43.4/46.8Issue-Lösungsquote — 93 % der Issues geschlossen
32.2/38.3PR-Annahme — 1.456/1.731 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs1.456
open_issues27
closed_issues352
issue_closed_ratio0,929
closed_unmerged_prs275

Eigentümerschaft & Trägerschaft

80Gut
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
25/25Reichweite des Inhabers — 28.148 Follower von NVIDIA
25/25Kontohistorie — 769 öffentliche Repos, Kontoalter ca. 14 Jahre
Verwendete Eingangsdaten
followers28.148
owner_typeOrganization
is_verified—
owner_loginNVIDIA
public_repos769
account_age_days5.183

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 33 Tagen
20/20Versionshistorie — 449 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesnvidia-nat
ecosystemspypi
any_deprecatednein
min_days_since_publish33

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

92Exzellent · 20 % des Gesamtindex

Engineering-Praktiken

94Exzellent
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://docs.nvidia.com/nemo/agent-toolkit/latest/
10/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics—
has_wikija
homepagehttps://docs.nvidia.com/nemo/agent-toolkit/latest/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

60Mittel · 16 % des Gesamtindex

Sicherheitslage

60Mittel
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 10 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 179 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

71Gut · 0 % des Gesamtindex

AI-Agentenkontext & Leitlinien

75Gut
Wie die Bewertung erfolgt
45/45Agentenanweisungen — .cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.md
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share—
agent_instruction_files.cursor/rules/cursor-rules.mdc, .cursor/rules/documentation/capitalization.mdc, .cursor/rules/documentation/categories.mdc, .cursor/rules/documentation/formatting.mdc, .cursor/rules/documentation/general.mdc, .cursor/rules/documentation/latinisms.mdc, .cursor/rules/documentation/lists-and-tables.mdc, .cursor/rules/documentation/numbers-and-dates.mdc, .cursor/rules/documentation/punctuation.mdc, .cursor/rules/documentation/voice-and-tone.mdc, .cursor/rules/documentation/writing-process.mdc, .cursor/rules/general.mdc, .cursor/rules/nat-agents/general.mdc, .cursor/rules/nat-cli/general.mdc, .cursor/rules/nat-cli/nat-eval.mdc, .cursor/rules/nat-cli/nat-info.mdc, .cursor/rules/nat-cli/nat-run-serve.mdc, .cursor/rules/nat-cli/nat-workflow.mdc, .cursor/rules/nat-setup/general.mdc, .cursor/rules/nat-setup/nat-toolkit-installation.mdc, .cursor/rules/nat-tests/general.mdc, .cursor/rules/nat-tests/integration-tests.mdc, .cursor/rules/nat-tests/nat-test-llm.mdc, .cursor/rules/nat-workflows/add-functions.mdc, .cursor/rules/nat-workflows/add-tools.mdc, .cursor/rules/nat-workflows/general.mdc, AGENTS.md, skills/nat-agent-configuration/references/agents.md
agent_instruction_max_bytes10.375
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.

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

77Gut
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — docs/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
2/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfileja
typed_languagenein
bootstrap_filesdocs/Makefile
has_devcontainernein
has_linter_configja
typecheck_configs—
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.

AI-Code-Lesbarkeit für Modelle

55Mittel
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
54.7/55Handhabbare Dateigrößen — 8/1.643 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes85.894
source_files_sampled1.643
oversized_source_files8

Maschinenlesbare AI-Schnittstellen

60Mittel
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
40/40Lauffähige Beispiele — examples, notebooks
Verwendete Eingangsdaten
example_dirsexamples, notebooks
has_mcp_signalja
api_schema_files—

Eckdaten

2.505GitHub-Sterne
100Mitwirkende
1.207Commits, letzte 12 Monate
1Tage seit letztem Push
15Releases
4Bus-Faktor
27offene Issues
PyPIPaket-Ökosysteme

Weitere Details

OpenSSF Scorecard 6.0 / 10
6.0Gesamtwert

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 · 2026-07-20 09:03 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 10 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities179 existing vulnerabilities detected
Alle Abhängigkeiten 938

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 938 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
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PyPIexa-py1.16.2indirekt
PyPIexceptiongroup1.3.1indirekt
PyPIexecuting2.2.1indirekt
PyPIexpandvars1.1.2indirekt
PyPIextratools0.8.2.1indirekt
PyPIfastapi0.129.0indirekt
PyPIfastapi0.133.1indirekt
PyPIfastapi0.135.1indirekt
PyPIfastapi0.136.1indirekt
PyPIfastapi0.136.3indirekt
PyPIfastembed0.8.0indirekt
PyPIfastjsonschema2.21.2indirekt
PyPIfastmcp3.2.4indirekt
PyPIfastuuid0.14.0indirekt
PyPIfeedparser6.0.12indirekt
PyPIfickling0.1.7indirekt
PyPIfilelock3.20.3indirekt
PyPIfilelock3.24.3indirekt
PyPIfilelock3.25.0indirekt
PyPIfilelock3.29.0indirekt
PyPIfilelock3.29.1indirekt
PyPIfiletype1.2.0indirekt
PyPIflask3.1indirekt
PyPIflask3.1.2indirekt
PyPIflask3.1.3indirekt
PyPIflatbuffers25.12.19indirekt
PyPIfonttools4.61.1indirekt
PyPIfonttools4.62.1indirekt
PyPIfrozenlist1.8.0indirekt
PyPIfsspec2025.10.0indirekt
PyPIfsspec2026.2.0indirekt
PyPIfsspec2026.4.0indirekt
PyPIgalileo1.39.0indirekt
PyPIgalileo1.46.2indirekt
PyPIgalileo-core3.95.1indirekt
PyPIgitdb4.0.12indirekt
PyPIgitpython3.1.46indirekt
PyPIgitpython3.1.50indirekt
PyPIgoogle-adk1.35.0indirekt
PyPIgoogle-api-core2.30.0indirekt
PyPIgoogle-api-python-client2.190.0indirekt
PyPIgoogle-auth2.48.0indirekt
PyPIgoogle-auth2.53.0indirekt
PyPIgoogle-auth-httplib20.3.0indirekt
PyPIgoogle-cloud-aiplatform1.157.0indirekt
PyPIgoogle-cloud-appengine-logging1.8.0indirekt
PyPIgoogle-cloud-audit-log0.4.0indirekt
PyPIgoogle-cloud-bigquery3.40.1indirekt
PyPIgoogle-cloud-bigquery-storage2.36.2indirekt
PyPIgoogle-cloud-bigtable2.35.0indirekt
PyPIgoogle-cloud-core2.5.0indirekt
PyPIgoogle-cloud-dataplex2.20.0indirekt
PyPIgoogle-cloud-discoveryengine0.13.12indirekt
PyPIgoogle-cloud-iam2.21.0indirekt
PyPIgoogle-cloud-logging3.13.0indirekt
PyPIgoogle-cloud-monitoring2.29.1indirekt
PyPIgoogle-cloud-pubsub2.35.0indirekt
PyPIgoogle-cloud-resource-manager1.16.0indirekt
PyPIgoogle-cloud-secret-manager2.26.0indirekt
PyPIgoogle-cloud-spanner3.63.0indirekt
PyPIgoogle-cloud-speech2.36.1indirekt
PyPIgoogle-cloud-storage3.11.0indirekt
PyPIgoogle-cloud-storage3.9.0indirekt
PyPIgoogle-cloud-trace1.18.0indirekt
PyPIgoogle-crc32c1.8.0indirekt
PyPIgoogle-genai1.75.0indirekt
PyPIgoogle-resumable-media2.8.0indirekt
PyPIgoogle-search-results2.4.2indirekt
PyPIgoogleapis-common-protos1.72.0indirekt
PyPIgoogleapis-common-protos1.73.1indirekt
PyPIgoogleapis-common-protos1.75.0indirekt
PyPIgql4.0.0indirekt
PyPIgraphql-core3.2.7indirekt
PyPIgraphviz0.21indirekt
PyPIgreenlet3.3.1indirekt
PyPIgreenlet3.3.2indirekt
PyPIgreenlet3.5.0indirekt
PyPIgreenlet3.5.1indirekt
PyPIgriffe1.15.0indirekt
PyPIgriffe2.0.0indirekt
PyPIgriffecli2.0.0indirekt
PyPIgriffelib2.0.0indirekt
PyPIgriffelib2.0.2indirekt
PyPIgrpc-google-iam-v10.14.3indirekt
PyPIgrpc-interceptor0.15.4indirekt
PyPIgrpcio1.76.0indirekt
PyPIgrpcio1.78.0indirekt
PyPIgrpcio1.78.1indirekt
PyPIgrpcio1.80.0indirekt
PyPIgrpcio1.81.0indirekt
PyPIgrpcio-status1.71.2indirekt
PyPIgrpcio-status1.78.0indirekt
PyPIgunicorn23.0.0indirekt
PyPIh110.16.0indirekt
PyPIh24.3.0indirekt
PyPIhaystack-ai2.24.1indirekt
PyPIhaystack-experimental0.19.0indirekt
PyPIhf-xet1.2.0indirekt
PyPIhf-xet1.3.1indirekt
PyPIhf-xet1.3.2indirekt
PyPIhf-xet1.5.0indirekt
PyPIhf-xet1.5.1indirekt
PyPIhpack4.1.0indirekt
PyPIhtmldate1.9.4indirekt
PyPIhttpcore1.0.9indirekt
PyPIhttplib20.31.2indirekt
PyPIhttptools0.7.1indirekt
PyPIhttptools0.8.0indirekt
PyPIhttpx0.28.1indirekt
PyPIhttpx-sse0.4.3indirekt
PyPIhuggingface-hub0.36.0indirekt
PyPIhuggingface-hub0.36.2indirekt
PyPIhuggingface-hub1.16.1indirekt
PyPIhuggingface-hub1.17.0indirekt
PyPIhuggingface-hub1.21.0indirekt
PyPIhyperframe6.1.0indirekt
PyPIid1.6.1indirekt
PyPIidentify2.6.16indirekt
PyPIidna3.11indirekt
PyPIidna3.13indirekt
PyPIidna3.15indirekt
PyPIidna3.18indirekt
PyPIifaddr0.2.0indirekt
PyPIimagesize1.4.1indirekt
PyPIimportlib-metadata8.7.1indirekt
PyPIimportlib-metadata8.9.0indirekt
PyPIimportlib-resources6.5.2indirekt
PyPIiniconfig2.3.0indirekt
PyPIinstructor1.14.5indirekt
PyPIinstructor1.15.1indirekt
PyPIintervaltree3.2.1indirekt
PyPIipykernel7.1.0indirekt
PyPIipykernel7.2.0indirekt
PyPIipython—indirekt
PyPIipython8.38.0indirekt
PyPIisodate0.7.2indirekt
PyPIitsdangerous2.2.0indirekt
PyPIjaraco-classes3.4.0indirekt
PyPIjaraco-context6.1.0indirekt
PyPIjaraco-functools4.4.0indirekt
PyPIjedi0.19.2indirekt
PyPIjeepney0.9.0indirekt
PyPIjinja23.1.6indirekt
PyPIjiter0.10.0indirekt
PyPIjiter0.11.1indirekt
PyPIjiter0.13.0indirekt
PyPIjiter0.15.0indirekt
PyPIjmespath1.1.0indirekt
PyPIjoblib1.5.3indirekt
PyPIjoserfc1.6.4indirekt
PyPIjoserfc1.6.5indirekt
PyPIjoserfc1.7.0indirekt
PyPIjson-repair0.25.2indirekt
PyPIjson50.10.0indirekt
PyPIjson50.13.0indirekt
PyPIjsonpatch1.33indirekt
PyPIjsonpath-ng1.8.0indirekt
PyPIjsonpointer3.0.0indirekt
PyPIjsonpointer3.1.1indirekt
PyPIjsonref1.1.0indirekt
PyPIjsonschema4.26.0indirekt
PyPIjsonschema-path0.3.4indirekt
PyPIjsonschema-path0.4.1indirekt
PyPIjsonschema-specifications2025.9.1indirekt
PyPIjupyter-client8.8.0indirekt
PyPIjupyter-core5.9.1indirekt
PyPIjupyterlab-pygments0.3.0indirekt
PyPIjustext3.0.2indirekt
PyPIkaitaistruct0.11indirekt
PyPIkeyring25.7.0indirekt
PyPIkiwisolver1.4.9indirekt
PyPIkiwisolver1.5.0indirekt
PyPIkubernetes35.0.0indirekt
PyPIlance-namespace0.7.6indirekt
PyPIlance-namespace-urllib3-client0.7.6indirekt
PyPIlancedb0.30.0indirekt
PyPIlangchain1.2.10indirekt
PyPIlangchain1.3.4indirekt
PyPIlangchain-aws1.1.0indirekt
PyPIlangchain-aws1.5.0indirekt
PyPIlangchain-classic1.0.1indirekt
PyPIlangchain-classic1.0.5indirekt
PyPIlangchain-classic1.0.7indirekt
PyPIlangchain-community0.4.1indirekt
PyPIlangchain-core1.2.11indirekt
PyPIlangchain-core1.2.13indirekt
PyPIlangchain-core1.2.14indirekt
PyPIlangchain-core1.2.16indirekt
PyPIlangchain-core1.2.17indirekt
PyPIlangchain-core1.2.9indirekt
PyPIlangchain-core1.3.2indirekt
PyPIlangchain-core1.4.0indirekt
PyPIlangchain-exa1.1.0indirekt
PyPIlangchain-huggingface1.2.2indirekt
PyPIlangchain-litellm0.6.5indirekt
PyPIlangchain-litellm0.6.6indirekt
PyPIlangchain-milvus0.3.3indirekt
PyPIlangchain-nvidia-ai-endpoints1.0.4indirekt
PyPIlangchain-nvidia-ai-endpoints1.4.1indirekt
PyPIlangchain-oci0.2.5indirekt
PyPIlangchain-oci0.2.7indirekt
PyPIlangchain-openai1.1.10indirekt
PyPIlangchain-openai1.1.7indirekt
PyPIlangchain-openai1.1.9indirekt
PyPIlangchain-openai1.2.2indirekt
PyPIlangchain-protocol0.0.15indirekt
PyPIlangchain-protocol0.0.16indirekt
PyPIlangchain-tavily0.2.18indirekt
PyPIlangchain-text-splitters1.1.0indirekt
PyPIlangchain-text-splitters1.1.1indirekt
PyPIlangchain-text-splitters1.1.2indirekt
PyPIlanggraph1.0.10indirekt
PyPIlanggraph1.0.9indirekt
PyPIlanggraph1.2.4indirekt
PyPIlanggraph-checkpoint4.0.0indirekt
PyPIlanggraph-checkpoint4.0.1indirekt
PyPIlanggraph-checkpoint4.1.0indirekt
PyPIlanggraph-checkpoint4.1.1indirekt
PyPIlanggraph-prebuilt1.0.8indirekt
PyPIlanggraph-prebuilt1.1.0indirekt
PyPIlanggraph-sdk0.3.8indirekt
PyPIlanggraph-sdk0.3.9indirekt
PyPIlanggraph-sdk0.4.2indirekt
PyPIlangsmith0.8.0indirekt
PyPIlangsmith0.8.11indirekt
PyPIlark1.3.1indirekt
PyPIlazy-imports1.2.0indirekt
PyPIlazy-object-proxy1.12.0indirekt
PyPIlinkify-it-py2.1.0indirekt
PyPIlitellm1.74.1indirekt
PyPIlitellm1.81.13indirekt
PyPIlitellm1.84.0indirekt
PyPIlitellm1.87.0indirekt
PyPIllama-index0.14.23indirekt
PyPIllama-index-core0.14.23indirekt
PyPIllama-index-embeddings-azure-openai0.5.2indirekt
PyPIllama-index-embeddings-nvidia0.4.2indirekt
PyPIllama-index-embeddings-openai0.6.0indirekt
PyPIllama-index-instrumentation0.4.2indirekt
PyPIllama-index-instrumentation0.5.0indirekt
PyPIllama-index-llms-anthropic0.8.6indirekt
PyPIllama-index-llms-azure-openai0.5.5indirekt
PyPIllama-index-llms-bedrock0.4.2indirekt
PyPIllama-index-llms-litellm0.6.3indirekt
PyPIllama-index-llms-nvidia0.5.1indirekt
PyPIllama-index-llms-openai0.7.9indirekt
PyPIllama-index-llms-openai-like0.7.2indirekt
PyPIllama-index-readers-file0.5.6indirekt
PyPIllama-index-workflows2.14.2indirekt
PyPIllama-index-workflows2.22.1indirekt
PyPIlocket1.0.0indirekt
PyPIlockfile0.12.2indirekt
PyPIloguru0.7.3indirekt
PyPIlxml5.4.0indirekt
PyPIlxml6.0.2indirekt
PyPIlxml-html-clean0.4.4indirekt
PyPImako1.3.10indirekt
PyPImarkdown-it-py3.0.0indirekt
PyPImarkdown-it-py4.0.0indirekt
PyPImarkdown-it-py4.2.0indirekt
PyPImarkdownify1.2.2indirekt
PyPImarkupsafe3.0.3indirekt
PyPImarshmallow3.26.2indirekt
PyPImatplotlib3.10.8indirekt
PyPImatplotlib-inline0.2.1indirekt
PyPImcp1.26.0indirekt
PyPImcp1.27.1indirekt
PyPImcp-server-time2025.9.25indirekt
PyPImdit-py-plugins0.5.0indirekt
PyPImdit-py-plugins0.6.1indirekt
PyPImdurl0.1.2indirekt
PyPImem0ai0.1.115indirekt
PyPImem0ai0.1.116indirekt
PyPImem0ai0.1.118indirekt
PyPImemmachine-client0.3.0indirekt
PyPImemmachine-common0.3.0indirekt
PyPImemmachine-common0.3.3indirekt
PyPImicrosoft-agents-a365-notifications0.1.0indirekt
PyPImicrosoft-agents-a365-observability-core1.0.0indirekt
PyPImicrosoft-agents-a365-runtime1.0.0indirekt
PyPImicrosoft-agents-a365-tooling0.1.0indirekt
PyPImicrosoft-agents-activity0.8.0indirekt
PyPImicrosoft-agents-authentication-msal0.8.0indirekt
PyPImicrosoft-agents-hosting-aiohttp0.8.0indirekt
PyPImicrosoft-agents-hosting-core0.8.0indirekt
PyPImilvus-lite2.5.1indirekt
PyPIminio7.2.20indirekt
PyPImistune3.2.0indirekt
PyPIml-dtypes0.5.4indirekt
PyPImmh35.2.0indirekt
PyPImmh35.2.1indirekt
PyPImore-itertools10.8.0indirekt
PyPImpmath1.3.0indirekt
PyPImsal1.34.0indirekt
PyPImsal1.36.0indirekt
PyPImsal-extensions1.3.1indirekt
PyPImsgpack1.1.2indirekt
PyPImultidict6.7.1indirekt
PyPImultiprocess0.70.18indirekt
PyPImultiprocess0.70.19indirekt
PyPImurmurhash1.0.15indirekt
PyPImypy-extensions1.1.0indirekt
PyPImyst-parser4.0.1indirekt
PyPInarwhals2.16.0indirekt
PyPInarwhals2.17.0indirekt
PyPInarwhals2.22.0indirekt
PyPInat-a365-example0.1.0indirekt
PyPInbclient0.10.4indirekt
PyPInbconvert7.17.0indirekt
PyPInbformat5.10.4indirekt
PyPInbsphinx0.9.8indirekt
PyPInemo-agent-toolkit-redis0.2.0indirekt
PyPInemo-agent-toolkit-tavily0.1.0indirekt
PyPInemo-microservices1.5.0indirekt
PyPInemoguardrails0.21.0indirekt
PyPInest-asyncio1.6.0indirekt
PyPInest-asyncio21.7.1indirekt
PyPInest-asyncio21.7.2indirekt
PyPInetworkx3.6.1indirekt
PyPInh30.3.3indirekt
PyPInltk3.9.4indirekt
PyPInodeenv1.10.0indirekt
PyPInumpy—indirekt
PyPInumpy2.4.2indirekt
PyPInumpy2.4.4indirekt
PyPInumpy2.4.6indirekt
PyPInvidia-haystack0.3.0indirekt
PyPInvidia-nat-atif—indirekt
PyPInvidia-nat-atif1.8.0indirekt
PyPInvidia-nat-core—indirekt
PyPInvidia-nat-core1.8.0indirekt
PyPInvidia-nat-eval—indirekt
PyPInvidia-nat-mcp—indirekt
PyPInvidia-nat-opentelemetry—indirekt
PyPInvidia-nat-test—indirekt
PyPInvidia-rag2.4.0indirekt
PyPInvidia-rag2.5.0indirekt
PyPInvidia-sphinx-theme0.0.9.post1indirekt
PyPIoauthlib3.3.1indirekt
PyPIoci2.171.0indirekt
PyPIoci2.177.0indirekt
PyPIoci-openai1.1.0indirekt
PyPIonnxruntime1.24.2indirekt
PyPIonnxruntime1.26.0indirekt
PyPIopenai1.109.1indirekt
PyPIopenai2.21.0indirekt
PyPIopenai2.24.0indirekt
PyPIopenai2.30.0indirekt
PyPIopenai2.31.0indirekt
PyPIopenai2.36.0indirekt
PyPIopenai2.40.0indirekt
PyPIopenapi-core0.19.4indirekt
PyPIopenapi-pydantic0.5.1indirekt
PyPIopenapi-schema-validator0.6.3indirekt
PyPIopenapi-spec-validator0.7.2indirekt
PyPIopenevals0.1.3indirekt
PyPIopenevals0.2.0indirekt
PyPIopeninference-instrumentation0.1.44indirekt
PyPIopeninference-instrumentation0.1.46indirekt
PyPIopeninference-instrumentation0.1.51indirekt
PyPIopeninference-instrumentation-langchain0.1.29indirekt
PyPIopeninference-semantic-conventions0.1.26indirekt
PyPIopeninference-semantic-conventions0.1.29indirekt
PyPIopeninference-semantic-conventions0.1.30indirekt
PyPIopenpipe-art0.5.17indirekt
PyPIopenpyxl3.1.5indirekt
PyPIopensearch-haystack4.6.0indirekt
PyPIopensearch-py2.8.0indirekt
PyPIopentelemetry-api1.34.1indirekt
PyPIopentelemetry-api1.38.0indirekt
PyPIopentelemetry-api1.39.1indirekt
PyPIopentelemetry-api1.40.0indirekt
PyPIopentelemetry-api1.42.0indirekt
PyPIopentelemetry-api1.42.1indirekt
PyPIopentelemetry-exporter-gcp-logging1.11.0a0indirekt
PyPIopentelemetry-exporter-gcp-logging1.12.0a0indirekt
PyPIopentelemetry-exporter-gcp-monitoring1.11.0a0indirekt
PyPIopentelemetry-exporter-gcp-trace1.11.0indirekt
PyPIopentelemetry-exporter-otlp1.39.1indirekt
PyPIopentelemetry-exporter-otlp1.40.0indirekt
PyPIopentelemetry-exporter-otlp1.42.0indirekt
PyPIopentelemetry-exporter-otlp1.42.1indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.34.1indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.38.0indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.39.1indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.40.0indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.42.0indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.42.1indirekt
PyPIopentelemetry-exporter-otlp-proto-grpc1.34.1indirekt
PyPIopentelemetry-exporter-otlp-proto-grpc1.39.1indirekt
PyPIopentelemetry-exporter-otlp-proto-grpc1.40.0indirekt
PyPIopentelemetry-exporter-otlp-proto-grpc1.42.0indirekt
PyPIopentelemetry-exporter-otlp-proto-grpc1.42.1indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.34.1indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.38.0indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.39.1indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.40.0indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.42.0indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.42.1indirekt
PyPIopentelemetry-instrumentation0.60b1indirekt
PyPIopentelemetry-instrumentation-threading0.60b1indirekt
PyPIopentelemetry-proto1.34.1indirekt
PyPIopentelemetry-proto1.38.0indirekt
PyPIopentelemetry-proto1.39.1indirekt
PyPIopentelemetry-proto1.40.0indirekt
PyPIopentelemetry-proto1.42.0indirekt
PyPIopentelemetry-proto1.42.1indirekt
PyPIopentelemetry-resourcedetector-gcp1.11.0a0indirekt
PyPIopentelemetry-sdk1.34.1indirekt
PyPIopentelemetry-sdk1.38.0indirekt
PyPIopentelemetry-sdk1.39.1indirekt
PyPIopentelemetry-sdk1.40.0indirekt
PyPIopentelemetry-sdk1.42.0indirekt
PyPIopentelemetry-sdk1.42.1indirekt
PyPIopentelemetry-semantic-conventions0.55b1indirekt
PyPIopentelemetry-semantic-conventions0.59b0indirekt
PyPIopentelemetry-semantic-conventions0.60b1indirekt
PyPIopentelemetry-semantic-conventions0.61b0indirekt
PyPIopentelemetry-semantic-conventions0.63b0indirekt
PyPIopentelemetry-semantic-conventions0.63b1indirekt
PyPIoptuna4.4.0indirekt
PyPIorjson3.11.6indirekt
PyPIorjson3.11.7indirekt
PyPIorjson3.11.8indirekt
PyPIorjson3.11.9indirekt
PyPIormsgpack1.12.2indirekt
PyPIoverrides7.7.0indirekt
PyPIpackaging25.0indirekt
PyPIpackaging26.0indirekt
PyPIpackaging26.2indirekt
PyPIpandas—indirekt
PyPIpandas2.3.3indirekt
PyPIpandocfilters1.5.1indirekt
PyPIparse1.21.1indirekt
PyPIparso0.8.5indirekt
PyPIparso0.8.6indirekt
PyPIpartd1.4.2indirekt
PyPIpathable0.4.4indirekt
PyPIpathable0.5.0indirekt
PyPIpdfminer-six20251230indirekt
PyPIpdfminer-six20260107indirekt
PyPIpdfplumber0.11.10indirekt
PyPIpdfplumber0.11.9indirekt
PyPIpexpect4.9.0indirekt
PyPIphonenumbers9.0.24indirekt
PyPIphonenumbers9.0.31indirekt
PyPIpillow12.1.0indirekt
PyPIpillow12.1.1indirekt
PyPIpillow12.2.0indirekt
PyPIpip26.0indirekt
PyPIpip26.0.1indirekt
PyPIpip26.1indirekt
PyPIpip26.1.1indirekt
PyPIpip26.1.2indirekt
PyPIpkce1.0.3indirekt
PyPIpkginfo1.12.1.2indirekt
PyPIplatformdirs4.10.0indirekt
PyPIplatformdirs4.5.1indirekt
PyPIplatformdirs4.9.2indirekt
PyPIplatformdirs4.9.6indirekt
PyPIplotly—indirekt
PyPIplotly6.5.2indirekt
PyPIplotly6.8.0indirekt
PyPIpluggy1.6.0indirekt
PyPIpolars1.39.3indirekt
PyPIpolars-runtime-321.39.3indirekt
PyPIpolyfile-weave0.5.9indirekt
PyPIportalocker2.7.0indirekt
PyPIportalocker3.2.0indirekt
PyPIposthog5.4.0indirekt
PyPIposthog7.9.3indirekt
PyPIprance25.4.8.0indirekt
PyPIpre-commit4.5.1indirekt
PyPIprefixspan0.5.2indirekt
PyPIpreshed3.0.12indirekt
PyPIpreshed3.0.13indirekt
PyPIpresidio-analyzer2.2.361indirekt
PyPIpresidio-analyzer2.2.362indirekt
PyPIpresidio-anonymizer2.2.361indirekt
PyPIpresidio-anonymizer2.2.362indirekt
PyPIprompt-toolkit3.0.52indirekt
PyPIpropcache0.4.1indirekt
PyPIpropcache0.5.2indirekt
PyPIproto-plus1.27.1indirekt
PyPIprotobuf5.29.6indirekt
PyPIprotobuf6.33.5indirekt
PyPIprotobuf6.33.6indirekt
PyPIprotobuf7.34.0indirekt
PyPIprotobuf7.34.1indirekt
PyPIpsutil6.0.0indirekt
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      "has_linter_config": true,
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      "scorecard": {
        "checks": [
          {
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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          {
            "name": "Branch-Protection",
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            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
            "name": "CI-Tests",
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            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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            "name": "Code-Review",
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            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Contributors",
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            "reason": "project has 10 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
            "name": "Maintained",
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            "reason": "30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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            "name": "Packaging",
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            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 2",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "name": "Security-Policy",
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            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "name": "Signed-Releases",
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "name": "Token-Permissions",
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            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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          {
            "name": "Vulnerabilities",
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            "reason": "179 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_security_policy": true,
      "has_dependabot_config": false
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    "disabled_components": {}
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  "source": {
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      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": null,
      "notes": [],
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      "inputs": {
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        "vitality": 99,
        "community": 89,
        "governance": 88,
        "engineering": 92
      },
      "components": []
    },
    "categories": [
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        "key": "vitality",
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        "metrics": [
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            "key": "development_activity",
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                "key": "commit_cadence",
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                "key": "commit_volume",
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                "key": "openssf_scorecard_maintained",
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                "key": "watchers",
                "name": "Watchers",
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                "points": 8.3,
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                "details": [
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                    "code": "watchers",
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                "max_points": 15
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          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
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              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
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            "components": [
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                "key": "readme",
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                "points": 22.5,
                "status": "met",
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              },
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                "key": "license",
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                "detail": "recognized license (Apache-2.0)",
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                "status": "met",
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                    "code": "license_spdx",
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                "key": "contributing_guide",
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                "status": "met",
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              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
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                "key": "issue_template",
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                "status": "missed",
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                "key": "pr_template",
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            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 87,
            "inputs": {
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            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
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                "points": 69.4,
                "status": "partial",
                "details": [
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                    "code": "downloads_monthly",
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                "max_points": 80
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                "key": "registry_dependents",
                "name": "Registry dependents",
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                "status": "excluded",
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        "key": "governance",
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        "weight": 0.24,
        "metrics": [
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            "key": "responsiveness",
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            "notes": [],
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            "components": [
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            ]
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            "key": "stewardship",
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            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "ownership_backing",
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                "key": "verified_domain",
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                "key": "owner_reach",
                "name": "Owner reach",
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                "key": "track_record",
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            "inputs": {
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              "ecosystems": "pypi",
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            "components": [
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                "key": "published_resolvable",
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                "key": "publish_recency",
                "name": "Publish recency",
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                "key": "version_history",
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93deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Exzellent85mem0ai/mem0Universal memory layer for AI AgentsExzellent85embedchain/embedchainUniversal memory layer for AI AgentsExzellent86langchain-ai/langgraphBuild resilient agents.Exzellent94run-llama/llama_indexLlamaIndex is the leading document agent and OCR platformExzellent89microsoft/agent-frameworkA framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.Exzellent

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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 v0.15.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.