Öffentliches Register
Software-GesundheitsberichtSchema 0.23.0 · Metriken 1.13.0 · 2026-07-21 20:19 UTC

skops-dev / skops

skops is a Python library helping you share your scikit-learn based models and put them in production

PythonMIT★ 522 Sterne⑂ 64 Forksseit Mai 2022Auf GitHub ansehen ↗

skops-dev/skops erreicht einen Gesundheitsindex von 78 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (95/100) ab, am schwächsten bei AI Readiness (55/100). Zuletzt vor 1 Tag aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.

78
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.

78
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

skops-devOrganisation
19 Follower1 öffentliches Reposeit Mai 2022

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIskops0.14.018.648.98416vor 92 Tagen

Metriken nach Kategorie

Vitalität

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

69Mittel · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 1 Tagen
12.5/36Commit-Rhythmus — 18/52 Wochen mit Commits
13.6/18Commit-Volumen — 32 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — keine Daten
Verwendete Eingangsdaten
commits_last_year32
human_commit_share0,63
days_since_last_push1
active_weeks_last_year18
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 14 Releases veröffentlicht
16.2/36Release-Aktualität — letztes Release vor 349 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 106,7 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count14
latest_release_tagv0.13.0
releases_from_tagsnein
days_since_latest_release349
mean_days_between_releases106,7

Community & Verbreitung

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

78Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
44.1/60Stars — 522 Stars
15/25Forks — 64 Forks
4.7/15Watcher — 8 Watcher
Verwendete Eingangsdaten
forks64
stars522
watchers8
growth_stateorganic
growth_factor_pct100
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templateja
Wie die Bewertung erfolgt
80/80Downloads pro Monat — 18.648.984 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesskops
dependents
ecosystemspypi
total_downloads
monthly_downloads18.648.984
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

71Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
25.2/54Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab
12.8/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 43 % der Commits
13.5/13.5Breite der Beitragenden — 22 Beitragende
0/10OpenSSF Scorecard: Contributors — keine Daten
Verwendete Eingangsdaten
bus_factor2
contributors_sampled22
top_contributor_share0,431
Wie die Bewertung erfolgt
40.7/46.8Issue-Lösungsquote — 87 % der Issues geschlossen
32.5/38.3PR-Annahme — 311/366 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — keine Daten
Verwendete Eingangsdaten
merged_prs311
open_issues20
closed_issues135
issue_closed_ratio0,871
closed_unmerged_prs55
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
9.4/25Reichweite des Inhabers — 19 Follower von skops-dev
10.6/25Kontohistorie — 1 öffentliche Repos, Kontoalter ca. 4 Jahre
Verwendete Eingangsdaten
followers19
owner_typeOrganization
is_verified
owner_loginskops-dev
public_repos1
account_age_days1.539

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 92 Tagen
20/20Versionshistorie — 16 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesskops
ecosystemspypi
any_deprecatednein
min_days_since_publish92

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

95Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://skops.readthedocs.io/en/stable/
10/10Repository-Beschreibung
10/10Topics — 5 Topics
10/10Wiki
Verwendete Eingangsdaten
topicshuggingface, machine-learning, mlops, scikit-learn, hacktoberfest
has_wikija
homepagehttps://skops.readthedocs.io/en/stable/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

78Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
30/30Sicherheitsrichtlinie (SECURITY.md)
25/25Dependabot-Konfiguration
0/25Lockfiles für Abhängigkeiten — veröffentlichte Bibliothek — Lockfiles sind Sache der Anwendung, hier nicht erwartet
0/20CodeQL-Workflow
Verwendete Eingangsdaten
sourcefile_signals
lockfiles
manifestsdocs/requirements.txt, pyproject.toml
has_codeql_workflownein
has_security_policyja
has_dependabot_configja
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lockfiles für Abhängigkeiten. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages9
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:skops@0.14.0 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 9 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

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

55Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 62 von 63 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,984
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile, docs/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
6/10Belegte Agentenpraxis — 3 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 37 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesMakefile, docs/Makefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0,03
toolchain_manifests
dependency_bot_commit_share0,37
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
53.3/55Handhabbare Dateigrößen — 2/63 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes65.647
source_files_sampled63
oversized_source_files2
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalnein
api_schema_files

Eckdaten

522GitHub-Sterne
22Mitwirkende
32Commits, letzte 12 Monate
1Tage seit letztem Push
14Releases
2Bus-Faktor
20offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Weitere Details

Stern- und Fork-Verlauf 522 ★ / 64 ⇿
522Sterne
64Forks
14Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

010020030040050060052262622022-052024-062026-07
Major 0Minor 9Patch 0

Jeder Punkt umfasst 4 Tage.

Direkte Abhängigkeiten 5
RegistryPaketVersionsvorgabeManifest
PyPInumpy>=1.25.0pyproject.toml
PyPIscipy>=1.10.0pyproject.toml
PyPIscikit-learn>=1.2pyproject.toml
PyPIprettytable>=3.9pyproject.toml
PyPIpackaging>=17.0pyproject.toml
Alle Abhängigkeiten 19

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 5 direkte und 14 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPInumpydirekt
PyPIpackagingdirekt
PyPIprettytabledirekt
PyPIscikit-learndirekt
PyPIscipydirekt
PyPIcatboostindirekt
PyPIfairlearnindirekt
PyPIhuggingface-hubindirekt
PyPIlightgbmindirekt
PyPImatplotlibindirekt
PyPInumpydocindirekt
PyPIpandasindirekt
PyPIrichindirekt
PyPIsphinxindirekt
PyPIsphinx-galleryindirekt
PyPIsphinx-issuesindirekt
PyPIsphinx-promptindirekt
PyPIsphinx-rtd-themeindirekt
PyPIxgboostindirekt
Abhängigkeits-Advisories 0

Die Installation von pypi:skops@0.14.0 zieht 9 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

JSON-Rohbericht maschinenlesbar
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          "headline": "Bump prefix-dev/setup-pixi from 0.9.5 to 0.9.6 (#516)",
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          "is_bot": false,
          "headline": "Trust internal scikit-learn types needed for GB/HGB models (#513)",
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          "committed_at": "2026-04-17T13:21:46Z",
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          "body": "* MNT Update type hints to modern Python syntax\n\nAgent-Logs-Url: https://github.com/skops-dev/skops/sessions/6f0f4f08-6cde-47f1-81e0-33fd192d422e\n\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>\n\n* Fix missing blank line between imports in _convert.py\n\nAgent-Logs-Url: http\n[…]\nali@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: adrinjalali <1663864+adrinjalali@users.noreply.github.com>",
          "is_bot": false,
          "headline": "MNT: Update type hints to modern Python 3.10+ syntax (#511)",
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          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.4 to 1.14.0.\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.4...v1.14.0)\n\n---\nupdated-dependencies:\n- dep\n[…]\nminor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.4 to 1.14.0 (#510)",
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          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.3 to 0.9.5 (#509)",
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          "headline": "Fix a security issue in LossNode (#506)",
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          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5 to 6 (#507)",
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          "committed_at": "2026-03-30T11:58:11Z",
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          "is_bot": false,
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          "author_name": "Ivan Ivanov",
          "author_login": "divakaivan",
          "committed_at": "2026-01-05T15:33:08Z",
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        {
          "oid": "fafc22dbbe10af7c0032d497dfa38211aa1161e4",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v5...v6)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 5 to 6 (#499)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-15T12:25:22Z",
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          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.9.2 to 0.9.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.9.2...v0.9.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump prefix-dev/setup-pixi from 0.9.2 to 0.9.3 (#497)",
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          "headline": "Bump prefix-dev/setup-pixi from 0.9.1 to 0.9.2 (#496)",
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          "headline": "DOC Minor text cleanup in model card page (#494)",
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          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.9.0 to 0.9.1 (#493)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-02T14:16:00Z",
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          "oid": "f6d3f0fee9c1f8888be729a95b814a6707bc1c18",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 5 to 6 (#491)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-08T07:44:41Z",
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        {
          "oid": "d9294579e5c4f41c86f51c51b824c7c758fff75f",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v5)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 5 (#488)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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        {
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          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.14 to 0.9.0.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.14...v0.9.0)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.14 to 0.9.0 (#489)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
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          "headline": "MNT post release changes (#487)",
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          "body": "…ading (#485)\n\n* ENH harden Card by adding a flag to allow/disallow insecure pickle loading\n\n* improved typing for `trusted` arg in `Card`\n\n* TST updated test after `Card` hardening\n\n* ENH better exception handling when trying to load a pickle with allow_pickle=False\n\n* TST added tests for Card when pickle is passed and allow_pickle=False\n\n* changelog",
          "is_bot": false,
          "headline": "ENH harden Card by adding a flag to allow/disallow insecure pickle lo…",
          "author_name": "Gabriele Digregorio",
          "author_login": "io-no",
          "committed_at": "2025-08-06T09:37:24Z",
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          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.12 to 0.8.14.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.12...v0.8.14)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.12 to 0.8.14 (#486)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-28T12:57:17Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d985ac91d2066754308b54c0dbd47ca0abcfede3",
          "body": "* MNT post release changes\n\n* feedstock",
          "is_bot": false,
          "headline": "MNT post release changes (#484)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
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          "body": "* ENH harden Method and Operator node audits\n\n* ...\n\n* ...\n\n* trigger CI\n\n* add tests\n\n* CI timeout\n\n* changelog\n\n* codecov count change\n\n* trigger CI",
          "is_bot": false,
          "headline": "ENH harden Method and Operator node audits (#482)",
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          "author_login": "adrinjalali",
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          "body": "* MNT update CI\n\n* ...\n\n* ...\n\n* ...\n\n* ...",
          "is_bot": false,
          "headline": "MNT fix CI issues (#481)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-07-22T14:06:46Z",
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          "oid": "d43ebdd2c5e0a53a257d82435153eee6db44a7d7",
          "body": "---\nupdated-dependencies:\n- dependency-name: prefix-dev/setup-pixi\n  dependency-version: 0.8.12\n  dependency-type: direct:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.10 to 0.8.12 (#480)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-07-21T08:31:24Z",
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        {
          "oid": "7d508c21e420dfdc3f04a3175ea28950ecaec46c",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.8 to 0.8.10.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.8...v0.8.10)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/s\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.8 to 0.8.10 (#477)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-06-17T12:24:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c0a96e2ec55379ba77b88b9e0c1e94db2c0e3301",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.4 to 0.8.8.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.4...v0.8.8)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.4 to 0.8.8 (#476)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-04-23T12:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cedb63ca7e762dc349967993b5529fcc93e4fa8e",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.3 to 0.8.4.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.3...v0.8.4)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.3 to 0.8.4 (#474)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-04-10T15:06:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5d35fcbb17ca710d714a03288c25b9007abf2f1b",
          "body": "* FIX use rich.tree instead of rich.print\n\n* iter\n\n* iter\n\n* linter\n\n* few fixes\n\n* fix tags and adapt test color rich\n\n* fix\n\n---------\n\nCo-authored-by: adrinjalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "FIX use rich.tree instead of rich.print (#472)",
          "author_name": "Guillaume Lemaitre",
          "author_login": "glemaitre",
          "committed_at": "2025-03-08T17:44:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcd2328feee7686ae76309ea60d52de69f17c4f1",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.2 to 0.8.3.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.2...v0.8.3)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.2 to 0.8.3 (#471)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-24T16:05:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2ec709c04785a280f8bf807a7c441aefec4011d7",
          "body": "* ENH support types with a safe __reduce__\n\n* update pixi config\n\n* cleanup and add test\n\n* add sklearn12 to CI",
          "is_bot": false,
          "headline": "ENH support types with a safe __reduce__ (#467)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-02-18T17:00:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60ba9bfdd50913df93d94e21a888b0ba5a222d11",
          "body": null,
          "is_bot": false,
          "headline": "MNT Add SECURITY.md (#470)",
          "author_name": "Loïc Estève",
          "author_login": "lesteve",
          "committed_at": "2025-02-18T14:31:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9463fb9ddc32eac506288187aa59e19c78c6ece0",
          "body": "Bumps [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) from 0.8.1 to 0.8.2.\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v0.8.1...v0.8.2)\n\n---\nupdated-dependencies:\n- dependency-name: prefix-dev/set\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump prefix-dev/setup-pixi from 0.8.1 to 0.8.2 (#469)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-02-17T11:55:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f032cc050a214683912526610ed663c2025eb08e",
          "body": "* MNT replace tabular with prettytable\r\n\r\n* update lock file",
          "is_bot": false,
          "headline": "MNT replace tabular with prettytable (#466)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-30T13:04:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d69fef0f2df3e22bbb7067fca5f5bba489410850",
          "body": "* MNT fix dependency versions\r\n\r\n* max sklearn=1.3 support\r\n\r\n* drop python=3.9\r\n\r\n* remove old code\r\n\r\n* update pixi.lock\r\n\r\n* linter",
          "is_bot": false,
          "headline": "MNT fix pixi config and support sklearn>=1.3 (#461)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-29T13:14:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d1d2afb6f3a198114ab812c74e3585e9a6439b6",
          "body": "* remove some references\r\n\r\n* bulk remove hub_utils\r\n\r\n* remove getting started code\r\n\r\n* cleanup and same pixi version on CI",
          "is_bot": false,
          "headline": "MNT remove deprecated hub_utils (#462)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2025-01-29T12:07:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6dfba0b2128a682a0a9023164039b6e1712ac955",
          "body": null,
          "is_bot": false,
          "headline": "DOC Add links to PyPI and conda-forge (#465)",
          "author_name": "Dennis M. Pöpperl",
          "author_login": "ykgmfq",
          "committed_at": "2025-01-28T13:12:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8156f2a35ef772beedfbb18a76dfce629a0e4e37",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.3 to 1.12.4.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.3...v1.12.4)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.3 to 1.12.4 (#463)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-01-27T14:06:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a4e8ba99c397558ff9a6b7badc7f2f1e6fc313ba",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.12.2 to 1.12.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.12.2...v1.12.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.12.2 to 1.12.3 (#460)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-12-16T10:06:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7eb8000f8cc1de046e12ca314420203b80a9dbd8",
          "body": null,
          "is_bot": false,
          "headline": "MNT rename file (#458)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:56:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51fda7ceefbc2306ed0964fb6f0b1398a58c4cf6",
          "body": null,
          "is_bot": false,
          "headline": "MNT fix link (#457)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:52:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21697e239f0bd7f1c96978b51aedcd0b930db5a9",
          "body": null,
          "is_bot": false,
          "headline": "MNT add funding file to apply to floss.fund (#456)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T13:47:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92b041bb66fa77d4599e118461ad6ccd49496d36",
          "body": null,
          "is_bot": false,
          "headline": "MNT bump version (#455)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-10T12:41:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bec2ca4f7fba400f99edb07d45f493dbe7fc132",
          "body": "* fixes for cython objects\r\n\r\n* chnagelog\r\n\r\n* trigger CI\r\n\r\n* reduce -> reduced",
          "is_bot": false,
          "headline": "MNT support older cython types' reduce (#453)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-06T13:07:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "765fec33e175feb6c491947fcab173995fb1981d",
          "body": null,
          "is_bot": false,
          "headline": "MNT set the default shell (#452)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-03T17:48:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c98560e66a62555d28cd9edd66f5bfbaf543cc06",
          "body": "* move to pyproject.toml build system\r\n\r\n* remove setup.cfg\r\n\r\n* config and workflow\r\n\r\n* wanna see all runs\r\n\r\n* only run new ones\r\n\r\n* contributing docs\r\n\r\n* pixi versoin\r\n\r\n* mypy\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* trigger CI",
          "is_bot": false,
          "headline": "MNT moving to pixi for better CI reprodocibility (#451)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-12-03T16:35:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00f5f071059d95159cfda54528101757c6652418",
          "body": "* Fix _sgd imports\r\n\r\n* Fix _safe_tags import issue\r\n\r\n* Change _construct_instance import\r\n\r\n* Change get_tags syntax\r\n\r\n* Ignore FutureWarning in sklearn\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>\r\n\r\n* Update skops/io/_sklearn.py\r\n\r\nCo-authored-by: Ad\n[…]\n_construct_instances\r\n\r\n* Refactor get_input()\r\n\r\n* trigger CI\r\n\r\n* debug CI\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n---------\r\n\r\nCo-authored-by: Adrin Jalali <adrin.jalali@gmail.com>",
          "is_bot": false,
          "headline": "MNT Sklearn1.6 compatibility (#447)",
          "author_name": "Tamara",
          "author_login": "TamaraAtanasoska",
          "committed_at": "2024-12-02T13:23:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb356747ff465658ec4f8359b61fda895206d17f",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#449)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-19T09:51:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "16ffdd03289488e5fbfedf48064270b5dd2b36f4",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.11.0 to 1.12.2.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.11.0...v1.12.2)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.11.0 to 1.12.2 (#448)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-11T10:59:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "678a2cf0186e452ef1838903ae822e2e2f25e775",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.3 to 1.11.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.3...v1.11.0)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.3 to 1.11.0 (#446)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-04T12:46:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b5045bbfe92eca7392eeaa49a661bd19e4d2c8b",
          "body": "* MNT add python 3.13 tests\r\n\r\n* remove model card deployer\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...\r\n\r\n* ...",
          "is_bot": false,
          "headline": "MNT add python 3.13 tests (#445)",
          "author_name": "Adrin Jalali",
          "author_login": "adrinjalali",
          "committed_at": "2024-10-25T12:56:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa8e5c3d5215aa1efcfdf2877884a75131317e73",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.1 to 1.10.3.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.1...v1.10.3)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.1 to 1.10.3 (#442)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-10-15T10:27:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "35f46c5c6524ae99caf5e846ad32fad281527234",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.10.0 to 1.10.1.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.10.0...v1.10.1)\r\n\r\n---\r\nupdated-dependencies:\r\n[…]\n:production\r\n  update-type: version-update:semver-patch\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.10.0 to 1.10.1 (#438)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-09-17T10:22:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc04ffced522bff4b6446bb2254224ffc81a1c30",
          "body": "Bumps [pypa/gh-action-pypi-publish](https://github.com/pypa/gh-action-pypi-publish) from 1.9.0 to 1.10.0.\r\n- [Release notes](https://github.com/pypa/gh-action-pypi-publish/releases)\r\n- [Commits](https://github.com/pypa/gh-action-pypi-publish/compare/v1.9.0...v1.10.0)\r\n\r\n---\r\nupdated-dependencies:\r\n-\n[…]\n:production\r\n  update-type: version-update:semver-minor\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump pypa/gh-action-pypi-publish from 1.9.0 to 1.10.0 (#437)",
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          "headline": "Bump pypa/gh-action-pypi-publish from 1.8.8 to 1.8.10 (#387)",
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                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 349 days ago",
                "points": 16.2,
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                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~106.7 days",
                "points": 19.8,
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                    "code": "release_cadence",
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              {
                "key": "openssf_scorecard_signed_releases",
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                "points": 0,
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                    "code": "no_data",
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                "max_points": 10
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            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              {
                "key": "project_is_still_maintained",
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                "details": [
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                    "code": "abandonment_maintained",
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                "max_points": 100
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 78,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
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            "note": null,
            "notes": [],
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              "forks": 64,
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              "growth_state": "organic",
              "growth_factor_pct": 100
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            "components": [
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                "key": "stars",
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                "detail": "522 stars",
                "points": 44.1,
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                      "count": 522
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                "max_points": 60
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              {
                "key": "forks",
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                "details": [
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                    "code": "forks",
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                      "count": 64
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                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "8 watchers",
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                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
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                      "count": 8
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
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            "components": [
              {
                "key": "readme",
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              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
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                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
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                "max_points": 22.5
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              {
                "key": "contributing_guide",
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                "status": "met",
                "details": [],
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                "points": 0,
                "status": "missed",
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          },
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            "notes": [
              {
                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            ],
            "value": 100,
            "inputs": {
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              "total_downloads": null,
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                "details": [
                  {
                    "code": "downloads_monthly",
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                "max_points": 80
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                "key": "registry_dependents",
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                "max_points": 20
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            ]
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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        "weight": 0.24,
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            "note": null,
            "notes": [],
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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                "key": "contributor_breadth",
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                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 22
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                "max_points": 10
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            "note": null,
            "notes": [],
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            "inputs": {
              "merged_prs": 311,
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              "closed_issues": 135,
              "issue_closed_ratio": 0.871,
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                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "87% of issues closed",
                "points": 40.7,
                "status": "partial",
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                  {
                    "code": "issues_closed_share",
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                      "share": 87
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                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "311/366 decided PRs merged",
                "points": 32.5,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
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                    "code": "no_data",
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                "max_points": 15
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          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "followers": 19,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "skops-dev",
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            "components": [
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                "key": "ownership_backing",
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              {
                "key": "verified_domain",
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                "points": 0,
                "status": "missed",
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              {
                "key": "owner_reach",
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                    "code": "owner_followers",
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                ],
                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
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          {
            "key": "package_maintenance",
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            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
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                "key": "publish_recency",
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                "detail": "latest publish 92 days ago",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
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                "details": [
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              {
                "key": "not_deprecated",
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                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "package_not_deprecated",
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
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        "weight": 0.2,
        "metrics": [
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
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                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
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                      "count": 3
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                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
                "status": "met",
                "details": [],
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              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "huggingface",
                "machine-learning",
                "mlops",
                "scikit-learn",
                "hacktoberfest"
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              "has_wiki": true,
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              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
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              {
                "key": "documentation_homepage_site",
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                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
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                "status": "met",
                "details": [
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 78,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 73,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [],
              "manifests": [
                "docs/requirements.txt",
                "pyproject.toml"
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              "has_codeql_workflow": false,
              "has_security_policy": true,
              "has_dependabot_config": true
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": "published library — lockfiles are an application concern, not expected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "lockfiles_not_expected",
                    "params": {}
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                ],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:skops@0.14.0 runtime dependency closure — what installing the published package pulls in — 9 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:skops@0.14.0",
                  "assessed": 9
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              },
              {
                "code": "advisories_reachability",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "affected_packages": 0,
              "assessed_packages": 9,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
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                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 9,
              "malicious_packages": 0,
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              "withdrawn_malicious_packages": 0,
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        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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                "key": "automated_maintenance",
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              {
                "key": "openssf_scorecard_pinned_dependencies",
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                "max_points": 10
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            "key": "ai_code_legibility",
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                "points": 0,
                "status": "missed",
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                "max_points": 45
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                "key": "manageable_file_sizes",
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            "key": "ai_interfaces",
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                "key": "mcp_server",
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                "key": "runnable_examples",
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "OpenSSF Scorecard did not return a usable result (2026/07/21 20:19:05 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T20:19:31.239017Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/skops-dev/skops.svg",
  "full_name": "skops-dev/skops",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.23.0 — vollständige Methodik · Metriken-Wiki.

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