Öffentliches Register
Software-GesundheitsberichtSchema 0.15.0 · Metriken 1.13.0 · 2026-07-19 16:00 UTC

OpenSTEF / openstef

Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.

PythonMPL-2.0★ 155 Sterne⑂ 52 Forksseit Feb. 2021Auf GitHub ansehen ↗

OpenSTEF/openstef erreicht einen Gesundheitsindex von 83 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (96/100) ab, am schwächsten bei AI Readiness (40/100). Zuletzt vor 2 Tagen aktualisiert. 3 Mitwirkende tragen den Großteil der jüngsten Arbeit.

83
gesamt / 100
Gut

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.

83
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

OpenSTEFOrganisation
87 Follower7 öffentliche Reposseit Nov. 2021

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIopenstef4.1.2-246vor 2 Tagenenergyforecastingmachinelearning

Metriken nach Kategorie

Vitalität

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

96Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 2 Tagen
31.2/36Commit-Rhythmus — 45/52 Wochen mit Commits
18/18Commit-Volumen — 250 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year250
human_commit_share
days_since_last_push2
active_weeks_last_year45
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 100 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 2 Tagen
27/27Release-Rhythmus — ein Release etwa alle 7,9 Tage
8/10OpenSSF Scorecard: Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
Verwendete Eingangsdaten
releases_count100
latest_release_tagv4.1.2
releases_from_tagsnein
days_since_latest_release2
mean_days_between_releases7,9

Community & Verbreitung

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

72Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
35.5/60Stars — 155 Stars
14.2/25Forks — 52 Forks
3.9/15Watcher — 6 Watcher
Verwendete Eingangsdaten
forks52
stars155
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MPL-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

Nachhaltigkeit & Governance

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

79Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
36/54Bus-Faktor — 3 Beitragende decken die Hälfte aller Commits ab
17.6/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 22 % der Commits
13.5/13.5Breite der Beitragenden — 47 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor3
contributors_sampled47
top_contributor_share0,22
Wie die Bewertung erfolgt
38.7/46.8Issue-Lösungsquote — 83 % der Issues geschlossen
31.9/38.3PR-Annahme — 692/831 entschiedene PRs gemergt
13.5/15OpenSSF Scorecard: Code-Review — Found 24/25 approved changesets -- score normalized to 9
Verwendete Eingangsdaten
merged_prs692
open_issues35
closed_issues168
issue_closed_ratio0,828
closed_unmerged_prs139
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
14/25Reichweite des Inhabers — 87 Follower von OpenSTEF
16/25Kontohistorie — 7 öffentliche Repos, Kontoalter ca. 4 Jahre
Verwendete Eingangsdaten
followers87
owner_typeOrganization
is_verified
owner_loginOpenSTEF
public_repos7
account_age_days1.713

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 2 Tagen
20/20Versionshistorie — 246 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesopenstef
ecosystemspypi
any_deprecatednein
min_days_since_publish2

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

90Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 8 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — ruff.toml
0/9.6Pre-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_confignein

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://openstef.github.io/openstef
10/10Repository-Beschreibung
10/10Topics — 7 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsforecasting, energy, python, data-science, machine-learning, time-series, energy-forecasting
has_wikija
homepagehttps://openstef.github.io/openstef
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

72Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
5.2/7.5Branch-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
6.8/7.5Code-Review — Found 24/25 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 15 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
5/5Pinned-Dependencies — all dependencies are pinned
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
6/7.5Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7,2
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging. 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.

40Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — ruff.toml
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — lockfile
0/10Belegte Agentenpraxis — keine Daten
5/8Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfilenein
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/419 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes40.325
source_files_sampled419
oversized_source_files0
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples, notebooks
Verwendete Eingangsdaten
example_dirsexamples, notebooks
has_mcp_signalnein
api_schema_files

Eckdaten

155GitHub-Sterne
47Mitwirkende
250Commits, letzte 12 Monate
2Tage seit letztem Push
100Releases
3Bus-Faktor
35offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Could not fetch pypi package 'openstef-docs' from its registry
  • Could not fetch pypi package 'openstef-examples' from its registry

Weitere Details

OpenSSF Scorecard 7.2 / 10
7.2Gesamtwert

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 · 2026-07-19 15:59 UTC

10Binary-Artifactsno binaries found in the repo
7Branch-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
9Code-ReviewFound 24/25 approved changesets -- score normalized to 9
10Contributorsproject has 15 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
10Pinned-Dependenciesall dependencies are pinned
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
8Signed-Releases3 out of the last 3 releases have a total of 3 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Direkte Abhängigkeiten 29
RegistryPaketVersionsvorgabeManifest
PyPIhuggingface-hub>=1.2.2docs/pyproject.toml
PyPIipython>=9.4docs/pyproject.toml
PyPIjupyter-cache>=1docs/pyproject.toml
PyPIjupytext>=1.16docs/pyproject.toml
PyPIkaleido>=0.2.1,<0.3,!=0.2.1.post1docs/pyproject.toml
PyPImatplotlib>=3.10.5docs/pyproject.toml
PyPImyst-nb>=1.2docs/pyproject.toml
PyPIopenstefdocs/pyproject.toml
PyPIopenstef-beamdocs/pyproject.toml
PyPIopenstef-coredocs/pyproject.toml
PyPIopenstef-foundation-modelsdocs/pyproject.toml
PyPIopenstef-modelsdocs/pyproject.toml
PyPIoptuna>=4.7docs/pyproject.toml
PyPIpydata-sphinx-theme>=0.16.1docs/pyproject.toml
PyPIsphinx>=8.2.3docs/pyproject.toml
PyPIsphinx-autobuild>=2024.10.3docs/pyproject.toml
PyPIsphinx-autodoc-typehints>=3.2docs/pyproject.toml
PyPIsphinx-copybutton>=0.5.2docs/pyproject.toml
PyPIsphinx-design>=0.6.1docs/pyproject.toml
PyPIsphinx-gallery>=0.19docs/pyproject.toml
PyPIsphinx-prompt>=1.10docs/pyproject.toml
PyPIsphinx-pyproject>=0.3docs/pyproject.toml
PyPIsphinxcontrib-mermaid>=0.9.2docs/pyproject.toml
PyPIopenstefexamples/pyproject.toml
PyPIopenstef-beamexamples/pyproject.toml
PyPIopenstef-coreexamples/pyproject.toml
PyPIopenstef-modelsexamples/pyproject.toml
PyPIopenstef-corepyproject.toml
PyPIopenstef-modelspyproject.toml
Alle Abhängigkeiten 458

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 45 direkte und 413 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIhuggingface-hubdirekt
PyPIhuggingface-hub1.20.1direkt
PyPIipythondirekt
PyPIipython9.14.1direkt
PyPIjupyter-cachedirekt
PyPIjupyter-cache1.0.1direkt
PyPIjupytextdirekt
PyPIjupytext1.19.4direkt
PyPIkaleidodirekt
PyPIkaleido0.2.1direkt
PyPImatplotlibdirekt
PyPImatplotlib3.11.0direkt
PyPImyst-nbdirekt
PyPImyst-nb1.4.0direkt
PyPIopenstefdirekt
PyPIopenstef0.0.0direkt
PyPIopenstef-beamdirekt
PyPIopenstef-beam0.0.0direkt
PyPIopenstef-coredirekt
PyPIopenstef-core0.0.0direkt
PyPIopenstef-foundation-models0.0.0direkt
PyPIopenstef-modelsdirekt
PyPIopenstef-models0.0.0direkt
PyPIoptunadirekt
PyPIoptuna4.9.0direkt
PyPIpydata-sphinx-themedirekt
PyPIpydata-sphinx-theme0.19.0direkt
PyPIsphinxdirekt
PyPIsphinx9.1.0direkt
PyPIsphinx-autobuilddirekt
PyPIsphinx-autobuild2025.8.25direkt
PyPIsphinx-autodoc-typehintsdirekt
PyPIsphinx-autodoc-typehints3.11.0direkt
PyPIsphinx-copybuttondirekt
PyPIsphinx-copybutton0.5.2direkt
PyPIsphinx-designdirekt
PyPIsphinx-design0.7.0direkt
PyPIsphinx-gallerydirekt
PyPIsphinx-gallery0.21.0direkt
PyPIsphinx-promptdirekt
PyPIsphinx-prompt1.10.2direkt
PyPIsphinx-pyprojectdirekt
PyPIsphinx-pyproject0.3.0direkt
PyPIsphinxcontrib-mermaiddirekt
PyPIsphinxcontrib-mermaid2.0.2direkt
PyPIa2wsgi1.10.10indirekt
PyPIaccessible-pygments0.0.5indirekt
PyPIaiobotocore3.7.0indirekt
PyPIaiohappyeyeballs2.6.2indirekt
PyPIaiohttp3.14.1indirekt
PyPIaioitertools0.13.0indirekt
PyPIaiosignal1.4.0indirekt
PyPIaiosmtplib5.1.1indirekt
PyPIaiosqlite0.21.0indirekt
PyPIalabaster1.0.0indirekt
PyPIalembic1.18.4indirekt
PyPIamqp5.3.1indirekt
PyPIannotated-doc0.0.4indirekt
PyPIannotated-types0.7.0indirekt
PyPIantlr4-python3-runtime4.13.2indirekt
PyPIanyio4.13.0indirekt
PyPIapache-airflowindirekt
PyPIapache-airflow3.2.2indirekt
PyPIapache-airflow-core3.2.2indirekt
PyPIapache-airflow-providers-common-compat1.15.0indirekt
PyPIapache-airflow-providers-common-io1.7.2indirekt
PyPIapache-airflow-providers-common-sql2.0.0indirekt
PyPIapache-airflow-providers-smtp3.0.1indirekt
PyPIapache-airflow-providers-standard1.15.0indirekt
PyPIapache-airflow-task-sdk1.2.2indirekt
PyPIappnope0.1.4indirekt
PyPIargcomplete3.6.3indirekt
PyPIargon2-cffi25.1.0indirekt
PyPIargon2-cffi-bindings25.1.0indirekt
PyPIarrow1.4.0indirekt
PyPIasgiref3.11.1indirekt
PyPIasttokens3.0.1indirekt
PyPIasync-lru2.3.0indirekt
PyPIattrs26.1.0indirekt
PyPIaws-sam-translator1.110.0indirekt
PyPIaws-xray-sdk2.15.0indirekt
PyPIbabel2.18.0indirekt
PyPIbackoff2.2.1indirekt
PyPIbeautifulsoup44.14.3indirekt
PyPIbilliard4.2.4indirekt
PyPIbleach6.4.0indirekt
PyPIblinker1.9.0indirekt
PyPIboolean-py5.0indirekt
PyPIboto31.43.0indirekt
PyPIbotocore1.43.0indirekt
PyPIcachetools7.1.4indirekt
PyPIcadwyn7.1.0indirekt
PyPIcattrs24.1.3indirekt
PyPIceleryindirekt
PyPIcelery5.6.3indirekt
PyPIcertifi2026.5.20indirekt
PyPIcffi2.0.0indirekt
PyPIcfn-lint1.51.2indirekt
PyPIcharset-normalizer3.4.7indirekt
PyPIclick8.4.1indirekt
PyPIclick-didyoumean0.3.1indirekt
PyPIclick-plugins1.1.1.2indirekt
PyPIclick-repl0.3.0indirekt
PyPIcloudpickle3.1.2indirekt
PyPIcolorama0.4.6indirekt
PyPIcoloredlogs14.0indirekt
PyPIcolorlog6.10.1indirekt
PyPIcomm0.2.3indirekt
PyPIconfigurator3.2.0indirekt
PyPIcontourpy1.3.3indirekt
PyPIcoverage7.14.1indirekt
PyPIcron-descriptor2.0.8indirekt
PyPIcroniter6.2.2indirekt
PyPIcryptography48.0.1indirekt
PyPIcycler0.12.1indirekt
PyPIdagsterindirekt
PyPIdagster1.13.10indirekt
PyPIdagster-graphql1.13.10indirekt
PyPIdagster-pipes1.13.10indirekt
PyPIdagster-shared1.13.10indirekt
PyPIdagster-webserverindirekt
PyPIdagster-webserver1.13.10indirekt
PyPIdatabricks-sdk0.112.0indirekt
PyPIdebugpy1.8.20indirekt
PyPIdecorator5.3.1indirekt
PyPIdefusedxml0.7.1indirekt
PyPIdepgather0.5.0indirekt
PyPIdeprecated1.3.1indirekt
PyPIdill0.4.1indirekt
PyPIdnspython2.8.0indirekt
PyPIdocker7.1.0indirekt
PyPIdocstring-parser0.18.0indirekt
PyPIdocutils0.22.4indirekt
PyPIdom-toml2.3.0indirekt
PyPIdomdf-python-tools3.10.0indirekt
PyPIemail-validator2.3.0indirekt
PyPIexecnet2.1.2indirekt
PyPIexecuting2.2.1indirekt
PyPIfastapi0.138.0indirekt
PyPIfastapi-cli0.0.27indirekt
PyPIfastjsonschema2.21.2indirekt
PyPIfilelock3.29.0indirekt
PyPIflask3.1.3indirekt
PyPIflask-cors6.0.2indirekt
PyPIflatbuffers25.12.19indirekt
PyPIfonttools4.63.0indirekt
PyPIfqdn1.5.1indirekt
PyPIfrozenlist1.8.0indirekt
PyPIfsspec2026.6.0indirekt
PyPIgitdb4.0.12indirekt
PyPIgitpython3.1.50indirekt
PyPIgoogle-auth2.53.0indirekt
PyPIgoogleapis-common-protos1.75.0indirekt
PyPIgql4.0.0indirekt
PyPIgraphene3.4.3indirekt
PyPIgraphql-core3.2.8indirekt
PyPIgraphql-relay3.2.0indirekt
PyPIgreenback1.3.0indirekt
PyPIgreenlet3.5.1indirekt
PyPIgrpcio1.81.0indirekt
PyPIgrpcio-health-checking1.81.0indirekt
PyPIh110.16.0indirekt
PyPIh5py3.16.0indirekt
PyPIhatchlingindirekt
PyPIhf-xet1.5.1indirekt
PyPIholidaysindirekt
PyPIholidays0.99indirekt
PyPIhttpcore1.0.9indirekt
PyPIhttptools0.8.0indirekt
PyPIhttpx0.28.1indirekt
PyPIhumanfriendly10.0indirekt
PyPIid1.6.1indirekt
PyPIidna3.17indirekt
PyPIimagesize2.0.0indirekt
PyPIimportlib-metadata9.0.0indirekt
PyPIiniconfig2.3.0indirekt
PyPIipykernel7.3.0indirekt
PyPIipython-pygments-lexers1.1.1indirekt
PyPIipywidgets8.1.8indirekt
PyPIisoduration20.11.0indirekt
PyPIitsdangerous2.2.0indirekt
PyPIjedi0.20.0indirekt
PyPIjinja23.1.6indirekt
PyPIjmespath1.1.0indirekt
PyPIjoblibindirekt
PyPIjoblib1.5.3indirekt
PyPIjoserfc1.6.8indirekt
PyPIjson50.14.0indirekt
PyPIjsonpatch1.33indirekt
PyPIjsonpath-ng1.8.0indirekt
PyPIjsonpointer3.1.1indirekt
PyPIjsonschema4.26.0indirekt
PyPIjsonschema-path0.5.0indirekt
PyPIjsonschema-specifications2025.9.1indirekt
PyPIjupyterindirekt
PyPIjupyter1.1.1indirekt
PyPIjupyter-builder1.0.2indirekt
PyPIjupyter-client8.9.1indirekt
PyPIjupyter-console6.6.3indirekt
PyPIjupyter-core5.9.1indirekt
PyPIjupyter-events0.12.1indirekt
PyPIjupyter-lsp2.3.1indirekt
PyPIjupyter-server2.20.0indirekt
PyPIjupyter-server-terminals0.5.4indirekt
PyPIjupyterlab4.6.0indirekt
PyPIjupyterlab-pygments0.3.0indirekt
PyPIjupyterlab-server2.28.0indirekt
PyPIjupyterlab-widgets3.0.16indirekt
PyPIkiwisolver1.5.0indirekt
PyPIkombu5.6.2indirekt
PyPIlark1.3.1indirekt
PyPIlazy-object-proxy1.12.0indirekt
PyPIlibcst1.8.6indirekt
PyPIlicense-expression30.4.4indirekt
PyPIlicensecheck2026.0.8indirekt
PyPIlightgbmindirekt
PyPIlightgbm4.6.0indirekt
PyPIlinkify-it-py2.1.0indirekt
PyPIlockfile0.12.2indirekt
PyPIloguru0.7.3indirekt
PyPImako1.3.12indirekt
PyPImarkdown3.10.2indirekt
PyPImarkdown-it-py4.2.0indirekt
PyPImarkupsafe3.0.3indirekt
PyPImatplotlib-inline0.2.2indirekt
PyPImdit-py-plugins0.6.1indirekt
PyPImdurl0.1.2indirekt
PyPImethodtools0.4.7indirekt
PyPImicrosoft-python-type-stubs0indirekt
PyPImistune3.2.1indirekt
PyPImlflow-skinnyindirekt
PyPImlflow-skinny3.14.0indirekt
PyPImore-itertools11.1.0indirekt
PyPImoto5.2.1indirekt
PyPImpmath1.3.0indirekt
PyPImsgspec0.21.1indirekt
PyPImultidict6.7.1indirekt
PyPImyst-parser5.1.0indirekt
PyPInarwhals2.21.2indirekt
PyPInatsort8.4.0indirekt
PyPInbclient0.10.4indirekt
PyPInbconvert7.17.1indirekt
PyPInbformat5.10.4indirekt
PyPInest-asyncio21.7.2indirekt
PyPInetworkx3.6.1indirekt
PyPInotebook7.6.0indirekt
PyPInotebook-shim0.2.4indirekt
PyPInumpyindirekt
PyPInumpy2.4.6indirekt
PyPInumpy-typing-compat20251206.2.4indirekt
PyPInvidia-cublas-cu12indirekt
PyPInvidia-cublas-cu1212.9.2.10indirekt
PyPInvidia-cuda-nvrtc-cu1212.9.86indirekt
PyPInvidia-cuda-runtime-cu12indirekt
PyPInvidia-cuda-runtime-cu1212.9.79indirekt
PyPInvidia-cudnn-cu12indirekt
PyPInvidia-cudnn-cu129.23.2.1indirekt
PyPInvidia-cufft-cu12indirekt
PyPInvidia-cufft-cu1211.4.1.4indirekt
PyPInvidia-curand-cu12indirekt
PyPInvidia-curand-cu1210.3.10.19indirekt
PyPInvidia-nccl-cu122.30.4indirekt
PyPInvidia-nvjitlink-cu1212.9.86indirekt
PyPIonnxruntimeindirekt
PyPIonnxruntime1.27.0indirekt
PyPIonnxruntime-gpuindirekt
PyPIonnxruntime-gpu1.27.0indirekt
PyPIopenapi-schema-validator0.9.0indirekt
PyPIopenapi-spec-validator0.9.0indirekt
PyPIopenstef-deployment-examples0.0.0indirekt
PyPIopenstef-docs0.0.0indirekt
PyPIopenstef-examples0.0.0indirekt
PyPIopenstef-metaindirekt
PyPIopenstef-meta0.0.0indirekt
PyPIopentelemetry-api1.42.1indirekt
PyPIopentelemetry-exporter-otlp1.42.1indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.42.1indirekt
PyPIopentelemetry-exporter-otlp-proto-grpc1.42.1indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.42.1indirekt
PyPIopentelemetry-proto1.42.1indirekt
PyPIopentelemetry-sdk1.42.1indirekt
PyPIopentelemetry-semantic-conventions0.63b1indirekt
PyPIoptype0.17.1indirekt
PyPIoutcome1.3.0.post0indirekt
PyPIpackaging26.2indirekt
PyPIpandasindirekt
PyPIpandas2.3.3indirekt
PyPIpandas-stubs2.3.3.260113indirekt
PyPIpandocfilters1.5.1indirekt
PyPIparso0.8.7indirekt
PyPIpastel0.2.1indirekt
PyPIpathable0.6.0indirekt
PyPIpathlib-abc0.5.2indirekt
PyPIpathspec1.1.1indirekt
PyPIpendulum3.2.0indirekt
PyPIpexpect4.9.0indirekt
PyPIpillow12.2.0indirekt
PyPIplatformdirs4.10.0indirekt
PyPIplotlyindirekt
PyPIplotly6.8.0indirekt
PyPIpluggy1.6.0indirekt
PyPIpoethepoet0.46.0indirekt
PyPIprometheus-client0.25.0indirekt
PyPIprompt-toolkit3.0.52indirekt
PyPIpropcache0.5.2indirekt
PyPIprotobuf6.33.6indirekt
PyPIpsutil7.2.2indirekt
PyPIptyprocess0.7.0indirekt
PyPIpure-eval0.2.3indirekt
PyPIpvlibindirekt
PyPIpvlib0.15.2indirekt
PyPIpy-partiql-parser0.6.3indirekt
PyPIpyarrowindirekt
PyPIpyarrow24.0.0indirekt
PyPIpyasn10.6.3indirekt
PyPIpyasn1-modules0.4.2indirekt
PyPIpycountryindirekt
PyPIpycountry26.2.16indirekt
PyPIpycparser3.0indirekt
PyPIpydanticindirekt
PyPIpydantic2.13.4indirekt
PyPIpydantic-core2.46.4indirekt
PyPIpydantic-extra-typesindirekt
PyPIpydantic-extra-types2.11.1indirekt
PyPIpydantic-settingsindirekt
PyPIpydantic-settings2.14.2indirekt
PyPIpygments2.20.0indirekt
PyPIpygtrie2.5.0indirekt
PyPIpyjwt2.13.0indirekt
PyPIpyopenssl26.2.0indirekt
PyPIpyparsing3.3.2indirekt
PyPIpypi-attestations0.0.29indirekt
PyPIpyproject-fmt2.25.1indirekt
PyPIpyreadline33.5.6indirekt
PyPIpytest9.1.1indirekt
PyPIpytest-cov7.1.0indirekt
PyPIpytest-xdist3.8.0indirekt
PyPIpython-daemon3.1.2indirekt
PyPIpython-dateutil2.9.0.post0indirekt
PyPIpython-debian1.1.0indirekt
PyPIpython-dotenv1.2.2indirekt
PyPIpython-json-logger4.1.0indirekt
PyPIpython-magic0.4.27indirekt
PyPIpython-multipart0.0.32indirekt
PyPIpython-slugify8.0.4indirekt
PyPIpytz2026.2indirekt
PyPIpywin32311indirekt
PyPIpywinpty3.0.3indirekt
PyPIpyyamlindirekt
PyPIpyyaml6.0.3indirekt
PyPIpyyaml-ft8.0.0indirekt
PyPIpyzmq27.1.0indirekt
PyPIredis6.4.0indirekt
PyPIreferencing0.37.0indirekt
PyPIregex2026.5.9indirekt
PyPIrequests2.34.2indirekt
PyPIrequests-cache1.3.2indirekt
PyPIrequests-toolbelt1.0.0indirekt
PyPIrequirements-parser0.13.0indirekt
PyPIresponses0.26.1indirekt
PyPIreuse6.2.0indirekt
PyPIrfc3161-client1.0.6indirekt
PyPIrfc3339-validator0.1.4indirekt
PyPIrfc39862.0.0indirekt
PyPIrfc3986-validator0.1.1indirekt
PyPIrfc3987-syntax1.1.0indirekt
PyPIrfc87850.1.4indirekt
PyPIrich15.0.0indirekt
PyPIrich-argparse1.8.0indirekt
PyPIrich-toolkit0.20.1indirekt
PyPIroman-numerals4.1.0indirekt
PyPIrpds-py2026.5.1indirekt
PyPIruff0.15.20indirekt
PyPIs3fsindirekt
PyPIs3fs2026.6.0indirekt
PyPIs3transfer0.17.1indirekt
PyPIscikit-learnindirekt
PyPIscikit-learn1.7.2indirekt
PyPIscipyindirekt
PyPIscipy1.17.1indirekt
PyPIscipy-stubs1.17.1.5indirekt
PyPIscoringrulesindirekt
PyPIsecuresystemslib1.4.0indirekt
PyPIsend2trash2.1.0indirekt
PyPIsetproctitle1.3.7indirekt
PyPIsetuptools82.0.1indirekt
PyPIshellingham1.5.4indirekt
PyPIsigstore4.3.0indirekt
PyPIsigstore-models0.0.6indirekt
PyPIsigstore-rekor-types0.0.18indirekt
PyPIsix1.17.0indirekt
PyPIsmmap5.0.3indirekt
PyPIsniffio1.3.1indirekt
PyPIsnowballstemmer3.1.0indirekt
PyPIsoupsieve2.8.4indirekt
PyPIsphinxcontrib-applehelp2.0.0indirekt
PyPIsphinxcontrib-devhelp2.0.0indirekt
PyPIsphinxcontrib-htmlhelp2.1.0indirekt
PyPIsphinxcontrib-jsmath1.0.1indirekt
PyPIsphinxcontrib-qthelp2.0.0indirekt
PyPIsphinxcontrib-serializinghtml2.0.0indirekt
PyPIsqlalchemy2.0.51indirekt
PyPIsqlparse0.5.5indirekt
PyPIstack-data0.6.3indirekt
PyPIstarlette1.3.1indirekt
PyPIstructlog25.5.0indirekt
PyPIsvcs25.1.0indirekt
PyPIsympy1.14.0indirekt
PyPItabulate0.10.0indirekt
PyPItenacity9.1.4indirekt
PyPItermcolor3.3.0indirekt
PyPIterminado0.18.1indirekt
PyPItext-unidecode1.3indirekt
PyPIthreadpoolctl3.6.0indirekt
PyPItinycss21.4.0indirekt
PyPItomli2.4.1indirekt
PyPItomlkit0.15.0indirekt
PyPItoposort1.10indirekt
PyPItornado6.5.7indirekt
PyPItqdmindirekt
PyPItqdm4.68.3indirekt
PyPItraitlets5.15.0indirekt
PyPItuf7.0.0indirekt
PyPIty0.0.55indirekt
PyPItyper0.25.1indirekt
PyPItypes-pytz2026.2.0.20260518indirekt
PyPItyping-extensions4.15.0indirekt
PyPItyping-inspection0.4.2indirekt
PyPItzdata2026.2indirekt
PyPItzlocal5.3.1indirekt
PyPIuc-micro-py2.0.0indirekt
PyPIuniversal-pathlib0.3.10indirekt
PyPIuri-template1.3.0indirekt
PyPIurl-normalize3.0.0indirekt
PyPIurllib32.7.0indirekt
PyPIuuid62025.0.1indirekt
PyPIuvicorn0.48.0indirekt
PyPIuvloop0.22.1indirekt
PyPIvine5.1.0indirekt
PyPIwatchdog6.0.0indirekt
PyPIwatchfiles1.2.0indirekt
PyPIwcwidth0.7.0indirekt
PyPIwebcolors25.10.0indirekt
PyPIwebencodings0.5.1indirekt
PyPIwebsocket-client1.9.0indirekt
PyPIwebsockets16.0indirekt
PyPIwerkzeug3.1.8indirekt
PyPIwidgetsnbextension4.0.15indirekt
PyPIwin32-setctime1.2.0indirekt
PyPIwirerope1.0.0indirekt
PyPIwrapt2.2.1indirekt
PyPIxgboostindirekt
PyPIxgboost3.3.0indirekt
PyPIxgboost-cpuindirekt
PyPIxgboost-cpu3.3.0indirekt
PyPIxmltodict1.0.4indirekt
PyPIyarl1.24.2indirekt
PyPIzipp4.1.0indirekt
JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "forecasting",
        "energy",
        "python",
        "data-science",
        "machine-learning",
        "time-series",
        "energy-forecasting"
      ],
      "is_fork": false,
      "size_kb": 489547,
      "has_wiki": true,
      "homepage": "https://openstef.github.io/openstef",
      "languages": {
        "Python": 2049878
      },
      "pushed_at": "2026-07-17T12:26:43Z",
      "created_at": "2021-02-09T08:48:47Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-17T12:10:45Z",
      "description": "Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MPL-2.0",
      "default_branch": "main",
      "license_spdx_raw": "MPL-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "Organization",
      "login": "OpenSTEF",
      "company": null,
      "location": null,
      "followers": 87,
      "avatar_url": "https://avatars.githubusercontent.com/u/93986058?v=4",
      "created_at": "2021-11-09T12:03:37Z",
      "is_verified": null,
      "public_repos": 7,
      "account_age_days": 1713
    },
    "license": {
      "state": "standard",
      "spdx_id": "MPL-2.0",
      "raw_spdx": "MPL-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 250,
      "latest_release_at": "2026-07-17T12:17:19Z",
      "latest_release_tag": "v4.1.2",
      "releases_from_tags": false,
      "days_since_last_push": 2,
      "active_weeks_last_year": 45,
      "days_since_latest_release": 2,
      "mean_days_between_releases": 7.9
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 100,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "openstef",
          "exists": true,
          "license": "MPL-2.0",
          "keywords": [
            "energy",
            "forecasting",
            "machinelearning",
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/openstef/",
          "is_deprecated": false,
          "latest_version": "4.1.2",
          "repository_url": "https://github.com/OpenSTEF/openstef",
          "versions_count": 246,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2021-12-01T16:15:40.397635Z",
          "latest_published_at": "2026-07-17T12:21:51.800275Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 2
        }
      ]
    },
    "popularity": {
      "forks": 52,
      "stars": 155,
      "watchers": 6,
      "open_issues_and_prs": 42
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 40325,
      "source_files_sampled": 419,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "docs/pyproject.toml",
        "examples/pyproject.toml",
        "pyproject.toml"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "huggingface-hub",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2.2"
        },
        {
          "name": "ipython",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=9.4"
        },
        {
          "name": "jupyter-cache",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1"
        },
        {
          "name": "jupytext",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.16"
        },
        {
          "name": "kaleido",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2.1,<0.3,!=0.2.1.post1"
        },
        {
          "name": "matplotlib",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.10.5"
        },
        {
          "name": "myst-nb",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2"
        },
        {
          "name": "openstef",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-beam",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-core",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-foundation-models",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-models",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "optuna",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.7"
        },
        {
          "name": "pydata-sphinx-theme",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.16.1"
        },
        {
          "name": "sphinx",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.2.3"
        },
        {
          "name": "sphinx-autobuild",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2024.10.3"
        },
        {
          "name": "sphinx-autodoc-typehints",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.2"
        },
        {
          "name": "sphinx-copybutton",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.5.2"
        },
        {
          "name": "sphinx-design",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6.1"
        },
        {
          "name": "sphinx-gallery",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.19"
        },
        {
          "name": "sphinx-prompt",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.10"
        },
        {
          "name": "sphinx-pyproject",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.3"
        },
        {
          "name": "sphinxcontrib-mermaid",
          "manifest": "docs/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.9.2"
        },
        {
          "name": "openstef",
          "manifest": "examples/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-beam",
          "manifest": "examples/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-core",
          "manifest": "examples/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-models",
          "manifest": "examples/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-core",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "openstef-models",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "huggingface-hub",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": true,
            "version": "1.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": true,
            "version": "9.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-cache",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-cache",
            "direct": true,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": true,
            "version": "1.19.4",
            "ecosystem": "pypi"
          },
          {
            "name": "kaleido",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "kaleido",
            "direct": true,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": true,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "myst-nb",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "myst-nb",
            "direct": true,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openstef",
            "direct": true,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-beam",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-beam",
            "direct": true,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-core",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-core",
            "direct": true,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-foundation-models",
            "direct": true,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-models",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-models",
            "direct": true,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "optuna",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "optuna",
            "direct": true,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydata-sphinx-theme",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydata-sphinx-theme",
            "direct": true,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": true,
            "version": "9.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autobuild",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autobuild",
            "direct": true,
            "version": "2025.8.25",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autodoc-typehints",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-autodoc-typehints",
            "direct": true,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-copybutton",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-copybutton",
            "direct": true,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-design",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-design",
            "direct": true,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-gallery",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-gallery",
            "direct": true,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-prompt",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-prompt",
            "direct": true,
            "version": "1.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-pyproject",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-pyproject",
            "direct": true,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-mermaid",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-mermaid",
            "direct": true,
            "version": "2.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "a2wsgi",
            "direct": false,
            "version": "1.10.10",
            "ecosystem": "pypi"
          },
          {
            "name": "accessible-pygments",
            "direct": false,
            "version": "0.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "aiobotocore",
            "direct": false,
            "version": "3.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aioitertools",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosmtplib",
            "direct": false,
            "version": "5.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosqlite",
            "direct": false,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "alabaster",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "alembic",
            "direct": false,
            "version": "1.18.4",
            "ecosystem": "pypi"
          },
          {
            "name": "amqp",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "antlr4-python3-runtime",
            "direct": false,
            "version": "4.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow",
            "direct": false,
            "version": "3.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow-core",
            "direct": false,
            "version": "3.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow-providers-common-compat",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow-providers-common-io",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow-providers-common-sql",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow-providers-smtp",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow-providers-standard",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "apache-airflow-task-sdk",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "argcomplete",
            "direct": false,
            "version": "3.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi-bindings",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "arrow",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asgiref",
            "direct": false,
            "version": "3.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "async-lru",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aws-sam-translator",
            "direct": false,
            "version": "1.110.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aws-xray-sdk",
            "direct": false,
            "version": "2.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backoff",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "billiard",
            "direct": false,
            "version": "4.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blinker",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "boolean-py",
            "direct": false,
            "version": "5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore",
            "direct": false,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cadwyn",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cattrs",
            "direct": false,
            "version": "24.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "celery",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "celery",
            "direct": false,
            "version": "5.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.5.20",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cfn-lint",
            "direct": false,
            "version": "1.51.2",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click-didyoumean",
            "direct": false,
            "version": "0.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click-plugins",
            "direct": false,
            "version": "1.1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "click-repl",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coloredlogs",
            "direct": false,
            "version": "14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorlog",
            "direct": false,
            "version": "6.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "configurator",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cron-descriptor",
            "direct": false,
            "version": "2.0.8",
            "ecosystem": "pypi"
          },
          {
            "name": "croniter",
            "direct": false,
            "version": "6.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "48.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dagster",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dagster",
            "direct": false,
            "version": "1.13.10",
            "ecosystem": "pypi"
          },
          {
            "name": "dagster-graphql",
            "direct": false,
            "version": "1.13.10",
            "ecosystem": "pypi"
          },
          {
            "name": "dagster-pipes",
            "direct": false,
            "version": "1.13.10",
            "ecosystem": "pypi"
          },
          {
            "name": "dagster-shared",
            "direct": false,
            "version": "1.13.10",
            "ecosystem": "pypi"
          },
          {
            "name": "dagster-webserver",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dagster-webserver",
            "direct": false,
            "version": "1.13.10",
            "ecosystem": "pypi"
          },
          {
            "name": "databricks-sdk",
            "direct": false,
            "version": "0.112.0",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.20",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "depgather",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecated",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docker",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.22.4",
            "ecosystem": "pypi"
          },
          {
            "name": "dom-toml",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "domdf-python-tools",
            "direct": false,
            "version": "3.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.138.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cli",
            "direct": false,
            "version": "0.0.27",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.0",
            "ecosystem": "pypi"
          },
          {
            "name": "flask",
            "direct": false,
            "version": "3.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "flask-cors",
            "direct": false,
            "version": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "flatbuffers",
            "direct": false,
            "version": "25.12.19",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fqdn",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.50",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.53.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gql",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphene",
            "direct": false,
            "version": "3.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "graphql-core",
            "direct": false,
            "version": "3.2.8",
            "ecosystem": "pypi"
          },
          {
            "name": "graphql-relay",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenback",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.81.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio-health-checking",
            "direct": false,
            "version": "1.81.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h5py",
            "direct": false,
            "version": "3.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hatchling",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "holidays",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "holidays",
            "direct": false,
            "version": "0.99",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httptools",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "humanfriendly",
            "direct": false,
            "version": "10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "id",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.17",
            "ecosystem": "pypi"
          },
          {
            "name": "imagesize",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "7.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "isoduration",
            "direct": false,
            "version": "20.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "itsdangerous",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "joserfc",
            "direct": false,
            "version": "1.6.8",
            "ecosystem": "pypi"
          },
          {
            "name": "json5",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": "1.33",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpath-ng",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-path",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-builder",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-console",
            "direct": false,
            "version": "6.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-events",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-lsp",
            "direct": false,
            "version": "2.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server-terminals",
            "direct": false,
            "version": "0.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-server",
            "direct": false,
            "version": "2.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "kombu",
            "direct": false,
            "version": "5.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "lark",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "lazy-object-proxy",
            "direct": false,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "libcst",
            "direct": false,
            "version": "1.8.6",
            "ecosystem": "pypi"
          },
          {
            "name": "license-expression",
            "direct": false,
            "version": "30.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "licensecheck",
            "direct": false,
            "version": "2026.0.8",
            "ecosystem": "pypi"
          },
          {
            "name": "lightgbm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lightgbm",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "linkify-it-py",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lockfile",
            "direct": false,
            "version": "0.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "loguru",
            "direct": false,
            "version": "0.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mako",
            "direct": false,
            "version": "1.3.12",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "methodtools",
            "direct": false,
            "version": "0.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "microsoft-python-type-stubs",
            "direct": false,
            "version": "0",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mlflow-skinny",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mlflow-skinny",
            "direct": false,
            "version": "3.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "more-itertools",
            "direct": false,
            "version": "11.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "moto",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msgspec",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "myst-parser",
            "direct": false,
            "version": "5.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "natsort",
            "direct": false,
            "version": "8.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": "7.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "notebook",
            "direct": false,
            "version": "7.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "notebook-shim",
            "direct": false,
            "version": "0.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy-typing-compat",
            "direct": false,
            "version": "20251206.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas-cu12",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas-cu12",
            "direct": false,
            "version": "12.9.2.10",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvrtc-cu12",
            "direct": false,
            "version": "12.9.86",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime-cu12",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime-cu12",
            "direct": false,
            "version": "12.9.79",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu12",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu12",
            "direct": false,
            "version": "9.23.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft-cu12",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft-cu12",
            "direct": false,
            "version": "11.4.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand-cu12",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand-cu12",
            "direct": false,
            "version": "10.3.10.19",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu12",
            "direct": false,
            "version": "2.30.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvjitlink-cu12",
            "direct": false,
            "version": "12.9.86",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": "1.27.0",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime-gpu",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime-gpu",
            "direct": false,
            "version": "1.27.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openapi-schema-validator",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openapi-spec-validator",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-deployment-examples",
            "direct": false,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-docs",
            "direct": false,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-examples",
            "direct": false,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-meta",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openstef-meta",
            "direct": false,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-grpc",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "optype",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "outcome",
            "direct": false,
            "version": "1.3.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "2.3.3.260113",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pastel",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pathable",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pathlib-abc",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pendulum",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "6.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.46.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.6",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pvlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pvlib",
            "direct": false,
            "version": "0.15.2",
            "ecosystem": "pypi"
          },
          {
            "name": "py-partiql-parser",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "24.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycountry",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pycountry",
            "direct": false,
            "version": "26.2.16",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-extra-types",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-extra-types",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygtrie",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyopenssl",
            "direct": false,
            "version": "26.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pypi-attestations",
            "direct": false,
            "version": "0.0.29",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproject-fmt",
            "direct": false,
            "version": "2.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyreadline3",
            "direct": false,
            "version": "3.5.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-daemon",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-debian",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-json-logger",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-magic",
            "direct": false,
            "version": "0.4.27",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "python-slugify",
            "direct": false,
            "version": "8.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pywinpty",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-ft",
            "direct": false,
            "version": "8.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "redis",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-cache",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requirements-parser",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "responses",
            "direct": false,
            "version": "0.26.1",
            "ecosystem": "pypi"
          },
          {
            "name": "reuse",
            "direct": false,
            "version": "6.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3161-client",
            "direct": false,
            "version": "1.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3339-validator",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986-validator",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3987-syntax",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc8785",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-argparse",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "roman-numerals",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.20",
            "ecosystem": "pypi"
          },
          {
            "name": "s3fs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "s3fs",
            "direct": false,
            "version": "2026.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "s3transfer",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy-stubs",
            "direct": false,
            "version": "1.17.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "scoringrules",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "securesystemslib",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "send2trash",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setproctitle",
            "direct": false,
            "version": "1.3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "82.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sigstore",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sigstore-models",
            "direct": false,
            "version": "0.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "sigstore-rekor-types",
            "direct": false,
            "version": "0.0.18",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-applehelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-devhelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-htmlhelp",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-jsmath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-qthelp",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-serializinghtml",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.51",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlparse",
            "direct": false,
            "version": "0.5.5",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "structlog",
            "direct": false,
            "version": "25.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "svcs",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "termcolor",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "terminado",
            "direct": false,
            "version": "0.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "text-unidecode",
            "direct": false,
            "version": "1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toposort",
            "direct": false,
            "version": "1.10",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.68.3",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tuf",
            "direct": false,
            "version": "7.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ty",
            "direct": false,
            "version": "0.0.55",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pytz",
            "direct": false,
            "version": "2026.2.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzlocal",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uc-micro-py",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "universal-pathlib",
            "direct": false,
            "version": "0.3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "uri-template",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "url-normalize",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uuid6",
            "direct": false,
            "version": "2025.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvloop",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "vine",
            "direct": false,
            "version": "5.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webcolors",
            "direct": false,
            "version": "25.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": false,
            "version": "3.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "win32-setctime",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wirerope",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost-cpu",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "xgboost-cpu",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xmltodict",
            "direct": false,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 458,
        "direct_count": 45,
        "indirect_count": 413
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 7,
        "merged_prs": 692,
        "open_issues": 35,
        "closed_ratio": 0.828,
        "closed_issues": 168,
        "closed_unmerged_prs": 139
      },
      "bus_factor": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "FrankKr",
          "commits": 623,
          "avatar_url": "https://avatars.githubusercontent.com/u/18208480?v=4"
        },
        {
          "type": "User",
          "login": "JanMaartenvanDoorn",
          "commits": 503,
          "avatar_url": "https://avatars.githubusercontent.com/u/52956303?v=4"
        },
        {
          "type": "User",
          "login": "actions-user",
          "commits": 398,
          "avatar_url": "https://avatars.githubusercontent.com/u/65916846?v=4"
        },
        {
          "type": "User",
          "login": "bremme",
          "commits": 293,
          "avatar_url": "https://avatars.githubusercontent.com/u/6715707?v=4"
        },
        {
          "type": "User",
          "login": "EnricoASchmitz",
          "commits": 248,
          "avatar_url": "https://avatars.githubusercontent.com/u/26628063?v=4"
        },
        {
          "type": "User",
          "login": "egordm",
          "commits": 124,
          "avatar_url": "https://avatars.githubusercontent.com/u/4254771?v=4"
        },
        {
          "type": "User",
          "login": "BenoitHardier",
          "commits": 104,
          "avatar_url": "https://avatars.githubusercontent.com/u/92083982?v=4"
        },
        {
          "type": "User",
          "login": "charlottecvn",
          "commits": 100,
          "avatar_url": "https://avatars.githubusercontent.com/u/60883372?v=4"
        },
        {
          "type": "User",
          "login": "lschilders",
          "commits": 62,
          "avatar_url": "https://avatars.githubusercontent.com/u/123180911?v=4"
        },
        {
          "type": "User",
          "login": "wfstoel",
          "commits": 39,
          "avatar_url": "https://avatars.githubusercontent.com/u/67371523?v=4"
        }
      ],
      "contributors_sampled": 47,
      "top_contributor_share": 0.22
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "_job_quality_check.yaml",
        "check.yaml",
        "citations.yaml",
        "codeql.yaml",
        "docs-check.yaml",
        "docs.yaml",
        "pr-labeler.yaml",
        "release-v4.yaml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "ruff.toml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 7,
            "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"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "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"
          },
          {
            "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"
          },
          {
            "name": "Code-Review",
            "score": 9,
            "reason": "Found 24/25 approved changesets -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 15 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": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "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"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 25 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"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 10,
            "reason": "all dependencies are pinned",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 9,
            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 8,
            "reason": "3 out of the last 3 releases have a total of 3 signed artifacts.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "24 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "db18ab34dd35f3db41e71295f4711504dbfc94a8",
        "ran_at": "2026-07-19T15:59:47Z",
        "aggregate_score": 7.2,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": true,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/OpenSTEF/openstef",
    "host": "github.com",
    "name": "openstef",
    "owner": "OpenSTEF"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 83,
      "inputs": {
        "security": 72,
        "vitality": 96,
        "community": 72,
        "governance": 79,
        "engineering": 90
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 96,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 95,
            "inputs": {
              "commits_last_year": 250,
              "human_commit_share": null,
              "days_since_last_push": 2,
              "active_weeks_last_year": 45
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 2 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "45/52 weeks with commits",
                "points": 31.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 45
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "250 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 250
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v4.1.2",
              "releases_from_tags": false,
              "days_since_latest_release": 2,
              "mean_days_between_releases": 7.9
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 2 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~7.9 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 7.9
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "3 out of the last 3 releases have a total of 3 signed artifacts.",
                "points": 8,
                "status": "partial",
                "details": [],
                "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": "good",
        "name": "Community & Adoption",
        "value": 72,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "forks": 52,
              "stars": 155,
              "watchers": 6,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "155 stars",
                "points": 35.5,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 155
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "52 forks",
                "points": 14.2,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 52
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "6 watchers",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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 (MPL-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MPL-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": "good",
        "name": "Sustainability & Governance",
        "value": 79,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 47,
              "top_contributor_share": 0.22
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 22% of commits",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 22
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "47 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 47
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "merged_prs": 692,
              "open_issues": 35,
              "closed_issues": 168,
              "issue_closed_ratio": 0.828,
              "closed_unmerged_prs": 139
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "83% of issues closed",
                "points": 38.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "692/831 decided PRs merged",
                "points": 31.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 692,
                      "decided": 831
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 24/25 approved changesets -- score normalized to 9",
                "points": 13.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "followers": 87,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "OpenSTEF",
              "public_repos": 7,
              "account_age_days": 1713
            },
            "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": "87 followers of OpenSTEF",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 87,
                      "login": "OpenSTEF"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "7 public repos, account ~4 yr old",
                "points": 16,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 7
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "openstef"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 2
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 2 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "246 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 246
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "8 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": "ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "forecasting",
                "energy",
                "python",
                "data-science",
                "machine-learning",
                "time-series",
                "energy-forecasting"
              ],
              "has_wiki": true,
              "homepage": "https://openstef.github.io/openstef",
              "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": "https://openstef.github.io/openstef",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 72,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 7.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 24/25 approved changesets -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 15 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "3 out of the last 3 releases have a total of 3 signed artifacts.",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 7
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 40,
        "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": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "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": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "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": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 40325,
              "source_files_sampled": 419,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/419 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 419,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "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": [
    "Could not fetch pypi package 'openstef-docs' from its registry",
    "Could not fetch pypi package 'openstef-examples' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-19T16:00:17.771820Z",
  "schema_version": "0.15.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/OpenSTEF/openstef.svg",
  "full_name": "OpenSTEF/openstef",
  "license_state": "standard",
  "license_spdx": "MPL-2.0"
}

Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.

Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.15.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.