Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 2.5.0 · 2026-08-02 16:00 UTC

sktime / skbase

Base classes for creating scikit-learn-like parametric objects, and tools for working with them.

PythonBSD-3-Clause★ 40 Sterne⑂ 48 Forksseit Mai 2022Auf GitHub ansehen ↗

sktime/skbase erreicht einen Gesundheitsindex von 88 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Vitality (92/100) ab, am schwächsten bei Community & Adoption (48/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

88
gesamt / 100
Exzellent

Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.

88
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende 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.

Der gewichtete Gesamtwert 74 wird auf der veröffentlichten Indexskala auf 88 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

sktimeOrganisation
340 Follower48 öffentliche Reposseit Okt. 2019

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIscikit-base1.1.0-44vor 0 Tagendata-sciencemachine-learningscikit-learn

Metriken nach Kategorie

Vitalität

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

92Exzellent · 21 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
22.8/36Commit-Rhythmus — 33/52 Wochen mit Commits
17.7/18Commit-Volumen — 93 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year93
human_commit_share0,56
days_since_last_push0
active_weeks_last_year33

Release-Disziplin

100Außergewöhnlich
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 47 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 41,6 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count47
latest_release_tagv1.1.0
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases41,6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

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

48Schwach · 17 % des Gesamtindex
Wie die Bewertung erfolgt
25.8/60Stars — 40 Stars
13.9/25Forks — 48 Forks
1.7/15Watcher — 3 Watcher
Verwendete Eingangsdaten
forks48
stars40
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (BSD-3-Clause)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
readme_badges
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
readme_badge_services
has_pull_request_templateja

Nachhaltigkeit & Governance

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

71Gut · 23 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
9.7/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 57 % der Commits
13.5/13.5Breite der Beitragenden — 26 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Verwendete Eingangsdaten
bus_factor1
contributors_sampled26
top_contributor_share0,571
Wie die Bewertung erfolgt
34.2/42Issue-Lösungsquote — 82 % der Issues geschlossen
28.1/30PR-Annahme — 415/443 entschiedene PRs gemergt
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
7.5/15OpenSSF Scorecard: Code-Review — Found 9/18 approved changesets -- score normalized to 5
Verwendete Eingangsdaten
merged_prs415
open_issues22
closed_issues97
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,815
closed_unmerged_prs28
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
18.2/25Reichweite des Inhabers — 340 Follower von sktime
24.3/25Kontohistorie — 48 öffentliche Repos, Kontoalter ca. 6 Jahre
Verwendete Eingangsdaten
followers340
owner_typeOrganization
is_verified
owner_loginsktime
public_repos48
account_age_days2.488

Paketpflege

100Außergewöhnlich
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 44 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesscikit-base
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

89Exzellent · 19 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 5 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

85Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 5 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsframework, python, scikit-learn-api, sktime, skbase
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

73Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.2/2.5CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 9/18 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
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 — 20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7,3
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.

51Mittel · 4 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 55 von 56 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,982
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — docs/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
8/8Automatisierte Wartung — 27 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesdocs/Makefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,27
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
54.2/55Handhabbare Dateigrößen — 1/70 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes72.525
source_files_sampled70
oversized_source_files1

Eckdaten

40GitHub-Sterne
26Mitwirkende
93Commits, letzte 12 Monate
0Tage seit letztem Push
47Releases
1Bus-Faktor
22offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 48 ⇿
0Sterne
48Forks
46Releases

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.

010203040504832022-052024-062026-06
Major 1Minor 13Patch 32

Jeder Punkt umfasst 4 Tage.

OpenSSF Scorecard 7.3 / 10
7.3Gesamtwert

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 · 2026-08-02 15:59 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
9CI-Tests28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 9/18 approved changesets -- score normalized to 5
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Alle Abhängigkeiten 7

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 7 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPInbsphinxindirekt
PyPIscikit-learnindirekt
PyPIsetuptoolsindirekt
PyPIsphinxindirekt
PyPIsphinx-designindirekt
PyPIsphinx-galleryindirekt
PyPIsphinx-issuesindirekt
Abhängigkeits-Advisories nicht bewertet

Der Advisory-Abgleich konnte für diesen Bericht nicht ausgeführt werden: No resolved dependencies carried a version and a supported ecosystem

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "framework",
        "python",
        "scikit-learn-api",
        "sktime",
        "skbase"
      ],
      "is_fork": false,
      "size_kb": 1733,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Shell": 371,
        "Python": 586928
      },
      "pushed_at": "2026-08-02T15:54:30Z",
      "created_at": "2022-05-21T01:27:28Z",
      "owner_type": "Organization",
      "updated_at": "2026-08-02T15:53:45Z",
      "description": "Base classes for creating scikit-learn-like parametric objects, and tools for working with them.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "BSD-3-Clause",
      "default_branch": "main",
      "license_spdx_raw": "BSD-3-Clause",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://www.sktime.net",
      "name": "sktime",
      "type": "Organization",
      "login": "sktime",
      "company": null,
      "location": null,
      "followers": 340,
      "avatar_url": "https://avatars.githubusercontent.com/u/56396127?v=4",
      "created_at": "2019-10-10T12:23:22Z",
      "is_verified": null,
      "public_repos": 48,
      "account_age_days": 2488
    },
    "license": {
      "state": "standard",
      "spdx_id": "BSD-3-Clause",
      "raw_spdx": "BSD-3-Clause",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2026-08-02T15:54:30Z"
        },
        {
          "tag": "v1.0.2",
          "kind": "patch",
          "published_at": "2026-06-22T19:30:56Z"
        },
        {
          "tag": "v1.0.1",
          "kind": "patch",
          "published_at": "2026-06-03T20:50:44Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2026-04-19T20:17:13Z"
        },
        {
          "tag": "v0.13.2",
          "kind": "patch",
          "published_at": "2026-04-13T20:17:08Z"
        },
        {
          "tag": "v0.13.1",
          "kind": "patch",
          "published_at": "2026-01-25T11:23:35Z"
        },
        {
          "tag": "v0.13.0",
          "kind": "minor",
          "published_at": "2025-10-08T20:26:42Z"
        },
        {
          "tag": "v0.12.6",
          "kind": "patch",
          "published_at": "2025-09-18T22:06:01Z"
        },
        {
          "tag": "v0.12.5",
          "kind": "patch",
          "published_at": "2025-08-17T16:08:08Z"
        },
        {
          "tag": "v0.12.4",
          "kind": "patch",
          "published_at": "2025-07-23T22:08:49Z"
        },
        {
          "tag": "v0.12.3",
          "kind": "patch",
          "published_at": "2025-05-27T22:08:54Z"
        },
        {
          "tag": "v0.12.2",
          "kind": "patch",
          "published_at": "2025-04-03T13:08:41Z"
        },
        {
          "tag": "v0.12.1",
          "kind": "patch",
          "published_at": "2025-01-05T17:32:29Z"
        },
        {
          "tag": "v0.12.0",
          "kind": "minor",
          "published_at": "2024-11-13T21:01:16Z"
        },
        {
          "tag": "v0.11.0",
          "kind": "minor",
          "published_at": "2024-10-08T20:22:53Z"
        },
        {
          "tag": "v0.10.1",
          "kind": "patch",
          "published_at": "2024-09-29T19:17:38Z"
        },
        {
          "tag": "v0.10.0",
          "kind": "minor",
          "published_at": "2024-09-22T17:25:05Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2024-08-23T20:34:21Z"
        },
        {
          "tag": "v0.8.3",
          "kind": "patch",
          "published_at": "2024-08-23T15:28:20Z"
        },
        {
          "tag": "v0.8.2",
          "kind": "patch",
          "published_at": "2024-08-02T10:13:38Z"
        },
        {
          "tag": "v0.8.1",
          "kind": "patch",
          "published_at": "2024-06-20T20:24:15Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2024-05-25T19:23:58Z"
        },
        {
          "tag": "v0.7.8",
          "kind": "patch",
          "published_at": "2024-05-10T00:40:45Z"
        },
        {
          "tag": "v0.7.7",
          "kind": "patch",
          "published_at": "2024-04-17T07:54:07Z"
        },
        {
          "tag": "v0.7.6",
          "kind": "patch",
          "published_at": "2024-04-16T15:33:57Z"
        },
        {
          "tag": "v0.7.5",
          "kind": "patch",
          "published_at": "2024-03-02T12:08:14Z"
        },
        {
          "tag": "v0.7.4",
          "kind": "patch",
          "published_at": "2024-03-01T10:48:30Z"
        },
        {
          "tag": "v0.7.3",
          "kind": "patch",
          "published_at": "2024-02-29T22:32:51Z"
        },
        {
          "tag": "v0.7.2",
          "kind": "patch",
          "published_at": "2024-01-31T23:56:33Z"
        },
        {
          "tag": "v0.7.1",
          "kind": "patch",
          "published_at": "2024-01-12T13:59:11Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2024-01-03T11:31:31Z"
        },
        {
          "tag": "v0.6.2",
          "kind": "patch",
          "published_at": "2023-12-30T15:56:01Z"
        },
        {
          "tag": "v0.6.1",
          "kind": "patch",
          "published_at": "2023-10-26T21:32:47Z"
        },
        {
          "tag": "v0.6.0",
          "kind": "minor",
          "published_at": "2023-10-04T22:51:29Z"
        },
        {
          "tag": "v0.5.2",
          "kind": "patch",
          "published_at": "2023-10-03T16:02:02Z"
        },
        {
          "tag": "v0.5.1",
          "kind": "patch",
          "published_at": "2023-08-14T23:29:53Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2023-06-23T14:40:53Z"
        },
        {
          "tag": "v0.4.6",
          "kind": "patch",
          "published_at": "2023-06-16T01:52:32Z"
        },
        {
          "tag": "v0.4.5",
          "kind": "patch",
          "published_at": "2023-05-14T14:07:22Z"
        },
        {
          "tag": "v0.4.4",
          "kind": "patch",
          "published_at": "2023-05-13T23:47:29Z"
        },
        {
          "tag": "v0.4.3",
          "kind": "patch",
          "published_at": "2023-05-05T00:37:04Z"
        },
        {
          "tag": "v0.4.2",
          "kind": "patch",
          "published_at": "2023-05-02T20:53:41Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2023-04-26T19:05:42Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2023-04-25T14:55:30Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2023-01-09T01:48:46Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2022-09-10T00:05:26Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2022-09-08T22:00:14Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "3ac7760e4d1d0f0fcd4cbcc0a77beb2bfa9421b6",
          "body": "Release 1.1.0\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.1.0 (#578)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-08-02T15:53:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48621dd92c3a348b8dfe7559d13aa44120f457f8",
          "body": "…(#577)\n\nBumps [github/codeql-action](https://github.com/github/codeql-action)\nfrom 4 to 4.37.3.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump github/codeql-action from 4 to 4.37.3 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-31T21:02:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "521822443ced9c89156d59cf7d6ea3c85fb8ff53",
          "body": "…ve performance in repeated tag inspection (#576)\n\n#### Reference Issues/PRs\n- The FlagManager was causing a lot of deepcopies for each fit/predict\ncycle.\n- BaseObject calle `_get_init_signature` for each `get_params`, but it\nis always the same.\n\n\n\n#### What does this implement/fix? Explain your cha\n[…]\ntps://skbase.readthedocs.io/en/latest/contribute/development/developer_guide/creating_docs.html))\n- [ ] New public functionality has been added to the API Reference\n\n\n<!--\nThanks for contributing!\n-->",
          "is_bot": false,
          "headline": "[ENH] Cache `_get_init_signature` and `_collect_class_flags` to impro…",
          "author_name": "Benedikt Heidrich",
          "author_login": "benHeid",
          "committed_at": "2026-07-31T20:57:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4ff0bdf6f79dbf4e7c7ec74542037f7bd59fd685",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 6 to 7 (#575)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-30T18:48:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5710193dfb60c42004b7ba80fdd5e4f3bd2edc41",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 9.0.0a3 →\n9.0.0b1](https://github.com/pycqa/isort/compare/9.0.0a3...9.0.0b1)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#572)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-07-18T16:36:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ee9cd46e10f2ce6ab6ce48188b70721c2703acc",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 6\nto 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 6 to 7 (#573)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-18T16:36:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00f55a2ca1ca1fc39e1463672a94ade89490e3f3",
          "body": "The `.readthedocs.yaml` no longer builds due to an outdated ubuntu\nversion.\n\nThis PR fixes the ubuntu version in the readthedocs file, enabling\nbuilds.",
          "is_bot": false,
          "headline": "[MNT] fix broken `.readthedocs.yaml` (#570)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-22T19:40:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9670ce3d09bac514b342d9523082a9b320a75869",
          "body": "Release 1.0.2\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.0.2 (#569)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-22T19:27:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67b63fa6d3bcdc4f55f153cff7df01bd6ae70154",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to\n7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 6 to 7 (#567)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-20T16:03:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22695ad74a197d64aef6df57d197b29cfee60957",
          "body": "This fixes the following problem\n\n\n```python\n    from pytorch_forecasting.metrics.quantile import QuantileLoss\n    import numpy as np\n\n    a = QuantileLoss(quantiles=[0.1, 0.2])\n    assert deep_equals(a, a)  # Fails\n```\nthis fails since the `QuantileLoss` overwrites `__eq__` and `__ne__`. I\nsimulate this in a test that fails on main as well, in order to not\nintroduce another heavy dependency.",
          "is_bot": false,
          "headline": "[ENH] early return for `deep_equals` in case of object identity (#568)",
          "author_name": "Tobias Pitters",
          "author_login": "CloseChoice",
          "committed_at": "2026-06-20T16:02:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e11c4b1e33152bca1bd63e3f1a3cfa2a79d47bbf",
          "body": "Adds a CI run of integration tests that ensures `pandas 3`.",
          "is_bot": false,
          "headline": "[MNT] add integration testing for `pandas 3` (#563)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-13T11:51:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee63439d92776e496b89e22a9421cbe9b5999da0",
          "body": "Bumps\n[codecov/codecov-action](https://github.com/codecov/codecov-action) from\n6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump codecov/codecov-action from 6 to 7 (#566)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-13T11:51:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b5af1768bc93855afd54ce1d2d0b7a42e080d1e",
          "body": "Missing changelog for 1.0.1",
          "is_bot": false,
          "headline": "Release 1.0.1 - changelog (#565)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-03T20:57:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8aeb9b37931d0401b236e0555cca710369518ad2",
          "body": "Release 1.0.1\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.0.1 (#564)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-03T20:50:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e19ec4f18a7e152ea72e64ea00c4fe9b405502b7",
          "body": "Fixes #551\n\nThe function `make_strings_unique` was mutating the input list in-place\ndue to a direct reference assignment. This PR ensures a copy is created\nbefore modification.\n\nVerified with a reproduction script:\n```python\nmylist = [\"a\", \"b\", \"a\"]\nmake_strings_unique(mylist)\n# mylist remains [\"a\", \"b\", \"a\"]\n```",
          "is_bot": false,
          "headline": "[BUG] Fix in-place mutation in make_strings_unique (#553)",
          "author_name": "Shivansh Goel",
          "author_login": "SHIVANSH-ux-ys",
          "committed_at": "2026-06-03T20:43:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6932a62e4d29846c947f3c39c65f25ddd39297ca",
          "body": "….0) (#519)\n\nFixes #517\n\n## What was the bug?\n`deep_equals` crashed with a `TypeError` when comparing numpy arrays \nwith string dtype on numpy < 2.0.\n\nThe check `if x.dtype == \"str\"` in `_numpy_equals_plugin` never matched \nin numpy < 2.0, because string arrays have dtype like `U3` or `<U1` \n(not `\"\n[…]\ny versions (both < 2.0 \nand >= 2.0).\n\n## Testing\nAdded a new test file `tests/test_deep_equals.py` covering:\n- equal string arrays return `True`\n- unequal string arrays return `False`\n\nAll tests pass.",
          "is_bot": false,
          "headline": "[BUG] Fix deep_equals failing on string-dtype numpy arrays (numpy < 2…",
          "author_name": "Sourya Singh",
          "author_login": "shourya1419-netizen",
          "committed_at": "2026-06-03T20:38:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e02111f4828e1cb648be5e77c4e05e1c0ca1ec01",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 26.3.1 →\n26.5.1](https://github.com/psf/black-pre-commit-mirror/compare/26.3.1...26.5.1)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#557)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-06-03T20:36:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5df20aaba19d37fd176b0c90d3fbcd628bcb312",
          "body": "This PR makes the `get_params` branch for `deep=True` safer, i.e.,\nrecursion into component `get_params` calls.\n\nIt avoids failure if `get_params` is present, but it is not an instance\nmethod that returns a `dict`.\n\nAlso adds a regression test that would trigger the previous \"unsafe\"\nbehaviour.",
          "is_bot": false,
          "headline": "[ENH] safer `get_params(deep=True)` nesting (#562)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-06-03T20:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76600b6ce3dc848b389dac79960a554b0863bd14",
          "body": "## Summary\n\nFixes #558.\n\n`get_params(deep=True)` and the HTML diagram repr (`_get_visual_block`)\npreviously treated any parameter value with a `get_params` attribute as\na nested component. That breaks when the parameter holds a **BaseObject\nsubclass (type)** rather than an instance—for example `dist\n[…]\nlass_param`\n- [x] `pytest\nskbase/base/_pretty_printing/tests/test_object_html_repr.py::test_html_repr_with_baseobject_class_param`\n- [x] `pytest skbase/tests/test_base.py -k \"get_params or repr_html\"`",
          "is_bot": false,
          "headline": "[BUG] Fix get_params(deep=True) for BaseObject class parameters (#559)",
          "author_name": "Chaitany Patel",
          "author_login": "patelchaitany",
          "committed_at": "2026-06-03T20:16:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3a4fd1056f30134652d96ea5b182d50f1afa8b28",
          "body": "…4 to 5 (#556)\n\nBumps\n[actions/dependency-review-action](https://github.com/actions/dependency-review-action)\nfrom 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/dependency-review-action from …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-17T17:29:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd8a65132759bc4eacf88346004a85bd139e1fa7",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.1 →\n9.0.0a3](https://github.com/pycqa/isort/compare/8.0.1...9.0.0a3)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#552)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-05-03T15:39:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ed8b0d47b545faf0520021e1b80ac2d407e91f7",
          "body": "This PR updates the release workflow to a more simplified and\nstandardized setup:\n\n* single `test_wheels` job instead of one per operating system\n* remove `anaconda` environment, use `uv`\n* use same workflow as in `sktime`",
          "is_bot": false,
          "headline": "[MNT] update release workflow to simplified setup (#550)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-25T19:09:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd2ae2b7366987b96d3704b2d4a781436ee46d3e",
          "body": "…<0.21.0 to <0.22.0 (#548)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-gallery requirement from …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-24T22:06:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d20a8809ea7837603c34bfa2d0aef475e51ccad",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 5 to 6 (#547)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-21T08:39:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cba0306d3af04e3d0ae712e6583c7ce3fc080f63",
          "body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 4\nto 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump astral-sh/setup-uv from 4 to 7 (#546)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-21T08:39:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa995503b6cf60184698cd63e3c88e7e641acd44",
          "body": "Release 1.0.0\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 1.0.0 (#545)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-19T20:15:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ae228a696af6dc008bd61d44b8efd1c3e589ca2",
          "body": "…tance (#540)\n\n## Summary\n\nFixes #539 - _FlagManager._get_class_flags dropped flags from\nuser-defined Mixin classes under multiple inheritance due to a hardcoded\n[:-2] MRO slice.\n\n## Root Cause\n\nThe previous code assumed the last two MRO entries are always BaseObject\nand object:\n\n```python\nfor paren\n[…]\ny reverted.\n- - skbase/tests/test_meta.py: Add missing _FlagManager import + add\ntest_get_class_flags_preserves_mixin_tags regression test that pins this\nfix and will fail loudly if the slice returns.",
          "is_bot": false,
          "headline": "[BUG] Fix _get_class_flags dropping Mixin flags under multiple inheri…",
          "author_name": "Vedant Sachin Malode",
          "author_login": "vedant21-oss",
          "committed_at": "2026-04-19T19:56:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac01912177d41e0c104a879067bcd0e405ff7062",
          "body": "… inheritance (#511)\n\n## Fix incorrect tag/config resolution in diamond inheritance\n\n### Summary\n\n`_FlagManager._get_class_flags` currently uses `hasattr` and `getattr`\nwhen iterating over the class MRO.\nBecause `getattr` follows Python's full attribute lookup chain, classes\nthat do not define `_tag\n[…]\nMixin(A):\n    _tags = {\"handles_missing_data\": True}\n\nclass MyBase(A):\n    pass\n\nclass Concrete(MyBase, MissingDataMixin):\n    _tags = {\"custom_flag\": True}\n\nConcrete().get_tag(\"handles_missing_data\")",
          "is_bot": false,
          "headline": "[BUG] Fix incorrect tag resolution in `_get_class_flags` with diamond…",
          "author_name": "David laid",
          "author_login": "WHOIM1205",
          "committed_at": "2026-04-19T19:34:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fa1b62804179da98a04cb92a70e003aae816ed83",
          "body": "…` to auto-detect (#466)\n\n#### Reference Issues/PRs\n\nCloses #159\n\n\n#### What does this implement/fix? Explain your changes.\n<!--\nA clear and concise description of what you have implemented. Remember\nto implement\nunit tests and docstrings if your pull request commits code to the\nrepository.\n-->\n\nSets `attr_name` to `None` and auto detect from\n\"named_object_parameters\" of `attr_name` remains `None`",
          "is_bot": false,
          "headline": "[ENH] change `_MetaObjectMixin._check_objects` default for `attr_name…",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2026-04-19T19:00:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bfe22c4a8d9179e9815e34b368c41c941bef1d0",
          "body": "Adds a new GitHub Actions workflow\n`.github/workflows/test_deep_equals_compat.yml`\nthat tests `deep_equals` against older versions of numpy and pandas\nusing uv's\n`--exclude-newer` flag, as proposed in #532.\n\nThree matrix jobs are added:\n- `numpy-1x-cutoff` — cutoff Jan 2024, resolves numpy 1.x (befo\n[…]\nsolves the\nintended older versions.\nThe approach (uv --exclude-newer to simulate older environments) was\nagreed\nwith @fkiraly in #532. Happy to adjust cutoff dates or add further\ntimepoints\nif needed.",
          "is_bot": false,
          "headline": "[MNT] downwards compatibility testing for deep_equals (#537)",
          "author_name": "Siddhi Khandelwal",
          "author_login": "sid200727",
          "committed_at": "2026-04-19T17:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d334c89963dec497640ad78b2933012bcc17901f",
          "body": "… PEP 503 (#544)\n\nFixes #543, by also normalizing underscores and dots in package names\npassed to `_check_soft_dependencies`.\n\nExpands the test for `_check_soft_dependencies` to include package names\nunderscore or dot in place of hyphen.",
          "is_bot": false,
          "headline": "[BUG] normalize package names in `_check_soft_dependencies` following…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-18T21:40:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "033dff32400847ee60841890349141f6eff133fe",
          "body": "Accidentally, `pyproject.toml` was not pushed for the 0.13.2 release.\n\nNo upload happened since the CI caught the inconsistency - this just\nneeds to get fixed.",
          "is_bot": false,
          "headline": "[MNT] fix 0.13.2 release version in `pyproject.toml` (#542)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-13T20:16:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e4fbe5c4c8953a514665f5af819e9489f64d074",
          "body": "Release 0.13.2\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.13.2 (#541)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-04-12T20:59:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08998867a68a45ffcb2a24bc53b4f1e76557aa3e",
          "body": "updates:\n- [github.com/psf/black-pre-commit-mirror: 26.3.0 →\n26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/26.3.0...26.3.1)",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#535)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-04-12T16:43:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f1fd02069c7603f38b472c591043096ad065e28",
          "body": "Bumps\n[codecov/codecov-action](https://github.com/codecov/codecov-action) from\n5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump codecov/codecov-action from 5 to 6 (#538)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-28T13:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef2a332454c2e4bf119ed70a69a84dd83f42151b",
          "body": "…6.0.0 to <7.0.0 (#534)\n\nUpdates the requirements on\n[sphinx-issues](https://github.com/sloria/sphinx-issues) to permit the\nlatest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-issues requirement from <…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-25T19:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09d0e327d1d5ac4e2a00dea488876b9ab9826448",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 26.1.0 →\n26.3.0](https://github.com/psf/black-pre-commit-mirror/compare/26.1.0...26.3.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#522)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-14T17:15:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28d07555f8e14a4e788b809fa6f7a1b1e257193f",
          "body": "Title: Fix cross-class equality in BaseObject.__eq__\n\n## Summary\n\n`BaseObject.__eq__` previously only checked that `other` was an instance\nof\n`BaseObject`, but did not verify that both objects were of the same\nclass.\n\nThis allowed two different estimator classes with identical parameter\nnames\nand va\n[…]\nmented contract\n- No behavior change for same-class comparisons\n\n## Tests\n\nAdded coverage to ensure:\n- Cross-class objects with identical params are not equal\n- Non-BaseObject comparisons return False",
          "is_bot": false,
          "headline": "[BUG] Fix `__eq__` missing class type check (#507)",
          "author_name": "David laid",
          "author_login": "WHOIM1205",
          "committed_at": "2026-03-05T20:05:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "104a762c3fb7a36e581947e58f2def843033908e",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 8.0.0 →\n8.0.1](https://github.com/pycqa/isort/compare/8.0.0...8.0.1)\n- [github.com/PyCQA/bandit: 1.9.3 →\n1.9.4](https://github.com/PyCQA/bandit/compare/1.9.3...1.9.4)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#509)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-02T23:46:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b41ef429e1db395b3b1c0669447c39d8a9bf05c4",
          "body": "… `test_base.py` (#496)\n\n#### Reference Issues/PRs\nFixes #495\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves a `SparseEfficiencyWarning` triggered during the test\nsuite in\n`skbase/tests/test_base.py::test_clone_none_and_empty_array_nan_sparse_matrix`.\n\nPreviously, `sp.csr\n[…]\narray_nan_sparse_matrix` to ensure it aligns\nwith `skbase` testing standards for sparse matrices.\n\n#### Any other comments?\nTested locally using `pytest`. The warning has been successfully\neliminated.",
          "is_bot": false,
          "headline": "[ENH] Fix `SparseEfficiencyWarning` when comparing sparse matrices in…",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-03-01T00:55:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5ecc8c94ea9118a4d2941b978bd2634931a619b2",
          "body": "#### Reference Issues/PRs\nFixes #497\n\n#### What does this implement/fix? Explain your changes.\nThis PR resolves an issue in\n`skbase/tests/test_tagaliaser.py::test_tag_aliaser` where 10 expected\n`FutureWarning` messages were leaking into the pytest console output.\n\nThe test correctly interacts with d\n[…]\nFutureWarning)` context\nmanager in `test_tag_aliaser`.\n\n#### Any other comments?\nTested locally using `pytest`. The 10 leaking warnings have been\nsuccessfully caught and cleared from the test summary.",
          "is_bot": false,
          "headline": "[MNT] Catch expected FutureWarnings in test_tag_aliaser (#498)",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-03-01T00:53:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9f969e2899b7feabf4c44d4b47f7dcb77120f5f2",
          "body": "…506)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 6 to 7 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T00:51:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7561224088d29feeb4993bc77f4644351e208a7f",
          "body": "…(#505)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 7 to 8.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 7 to 8 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-01T00:51:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ff40f334308639d0f17be5e2df779e58448da34",
          "body": "#### Reference Issues/PRs\nFixes #499 \n\n#### What does this implement/fix? Explain your changes.\nThis PR updates the hardcoded `black==20.8b1` dependency in the\n`nbqa-black` pre-commit hook to `black>=22.3.0`.\n\nThe legacy version from 2020 relies on the deprecated `typed-ast`\npackage, which fails to \n[…]\nhook\nrequirements without breaking formatting CI.\n\n#### Any other comments?\nTested locally on macOS ARM64 / Python 3.14. The `pre-commit`\nenvironment now installs smoothly without compilation crashes.",
          "is_bot": false,
          "headline": "[MNT] Update legacy black dependency in pre-commit hook (#500)",
          "author_name": "Dreamstick",
          "author_login": "Dreamstick9",
          "committed_at": "2026-02-25T17:59:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a7584a3af5ca3c460063ce902e1ea9a44dd34dd4",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 7.0.0 →\n8.0.0](https://github.com/pycqa/isort/compare/7.0.0...8.0.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#501)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-02-25T17:53:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93eeff0f10154786e3401c67a50bd63216c1179d",
          "body": "…tError & AttributeError in `_safe_import` (#494)\n\n#### Reference Issues/PRs\nFixes #493 by moving functionality from `sktime` to `skbase`.\n\n#### What does this implement/fix? Explain your changes.\nI have added a catch-all exception block in `_safe_import` instead of\nthe current exception block, whic\n[…]\n## Did you add any tests for the change?\nYes, added `test_safe_import_catches_non_import_error` in\n`skbase/utils/dependencies/tests/test_safe_import.py` to check the flow\nof catch-all exception block.",
          "is_bot": false,
          "headline": "[ENH] Added catch all exceptions block instead of just catching Impor…",
          "author_name": "Nirbhai",
          "author_login": "RecreationalMath",
          "committed_at": "2026-02-25T17:52:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc6e827505a79d94a67e8aab1805b91224691547",
          "body": "Release 0.13.1\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.13.1 (#490)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-25T11:22:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a428675a4b66f5cb00653bcaa2e564c82b43b382",
          "body": "…<9.0.0 to !=7.2.0,<10.0.0 (#486)\n\nUpdates the requirements on\n[sphinx](https://github.com/sphinx-doc/sphinx) to permit the latest\nversion.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx requirement from !=7.2.0,…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-24T08:26:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83f8aec74e6ce2142dd7b0d1362c4f99c2418068",
          "body": "Deletes the unused `cancel.yml` workflow and third party dependencies\ntherein.\n\nThe logic is already covered by the `concurrency` setting.",
          "is_bot": false,
          "headline": "[MNT] Delete unused `cancel.yml` workflow (#489)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-24T08:25:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af92c7064d108685d2bf5b45f319aefa1d1ccdfa",
          "body": "…2.1 to 0.13.0 (#487)\n\nBumps\n[styfle/cancel-workflow-action](https://github.com/styfle/cancel-workflow-action)\nfrom 0.12.1 to 0.13.0.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump styfle/cancel-workflow-action from 0.1…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-22T22:16:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55ac6f247ca3b565140e3b1cfcb1f9fdfe78468d",
          "body": "…482)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 5 to 6 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-22T22:15:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34515b1b56a2a0b84057c69a7d0fecf357b8aae9",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.12.0 →\n26.1.0](https://github.com/psf/black-pre-commit-mirror/compare/25.12.0...26.1.0)\n- [github.com/PyCQA/bandit: 1.9.2 →\n1.9.3](https://github.com/PyCQA/bandit/compare/1.9.2...1.9.3)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#488)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-01-22T22:15:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a79942a6028540ea44ef4db7c500cc2eeb59bb4",
          "body": "#### Reference Issues/PRs\n\nfixes #483",
          "is_bot": false,
          "headline": "[BUG] fix #483 (change .append() to .extend()) (#484)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2026-01-04T13:40:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88c5935325cadee0ad62584a9d1dd1880021b0a8",
          "body": "…(#481)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 6 to 7.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 6 to 7 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-01-04T00:00:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f36ab1214d85a7e69898087e4d37970c2891452",
          "body": "adds a precommit skip for a single `delattr` use in tests",
          "is_bot": false,
          "headline": "[MNT] add precommit skip for `delattr` use in test (#485)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2026-01-03T23:30:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efe18328bbe52c7cfc351a338904f1bd9450462c",
          "body": "#### Reference Issues/PRs\n\nFixes https://github.com/sktime/skpro/issues/95 after moving git_diff\nfrom sktime and skpro to skbase.\n\n#### What does this implement/fix? Explain your changes.\n\nThis PR adds git_diff from utils.git_diff to skbase which is a refactor\nbecause the same code is used in both skpro and sktime, This PR adds\ngit_diff in skbase and will import this git_diff in skpro and sktime.\nThe git_diff files and related tests will be removed from skpro and\nsktime and will be added here.",
          "is_bot": false,
          "headline": "[ENH] move `git_diff` utility from `sktime` to `skbase` (#471)",
          "author_name": "Param Thakkar",
          "author_login": "ParamThakkar123",
          "committed_at": "2025-12-21T12:52:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0f54f6c965c7eda35ed7ca35fe2016b276227ab",
          "body": "#### Reference Issues/PRs\nFixes #163.\n\n\n#### What does this implement/fix? Explain your changes.\ntest_object_html_repr.py — new test to ensure\n_object_html_repr(meta_object) returns an HTML string and does not\nraise.",
          "is_bot": false,
          "headline": "[ENH] regression test for HTML repr of meta-objects (#473)",
          "author_name": "Arnav Kapoor",
          "author_login": "arnavk23",
          "committed_at": "2025-12-13T22:34:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29480ac2cbce4a693f3cb6be602a2544be27aa42",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.11.0 →\n25.12.0](https://github.com/psf/black-pre-commit-mirror/compare/25.11.0...25.12.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#480)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-12-11T22:20:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4440fe6d77a383785aa5e0f3700963fade8e771",
          "body": "…<0.20.0 to <0.21.0 (#479)\n\nUpdates the requirements on\n[sphinx-gallery](https://github.com/sphinx-gallery/sphinx-gallery) to\npermit the latest version.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps-dev): Update sphinx-gallery requirement from …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-07T14:34:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3546e9ae944a3c981521c2c3981129cca36bffc0",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/PyCQA/bandit: 1.8.6 →\n1.9.2](https://github.com/PyCQA/bandit/compare/1.8.6...1.9.2)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#470)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-11-28T11:29:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a755252a15b51b9e7a98d435fc36cc594fb084bf",
          "body": "#### Reference Issues/PRs\n\n#324\n\n#### What does this implement/fix? Explain your changes.\n\nTowards #324 by adding support in `deep_equals` for jax arrays. This PR\nalso adds a lot of tests for jax arrays.",
          "is_bot": false,
          "headline": "[ENH] `deep_equals` plugin for `jax` arrays (#477)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-11-28T00:54:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "390913e3c4e186ff60802d418e0ae5e2909487d9",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to\n6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 5 to 6 (#475)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-22T11:53:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "477ac96ca66ceeaa7a82801b214f84542af38ce5",
          "body": "…arams_resets_fitted_state' test to trigger error (#467)\n\n#### Reference Issues/PRs\n\nfixes #412\n\n\n#### What does this implement/fix? Explain your changes.\n\nThis PR adds a test to trigger the bug described in #412. If desired\nthis PR will also add a fix to the bug.",
          "is_bot": false,
          "headline": "[BUG] ensure `BaseMetaObject` resets at `set_params`; add 'test_set_p…",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-11-15T10:27:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "963bcfa94f2913509a0f4f1396848e5aed131075",
          "body": "…package metadata (#461)\n\n#### Reference Issues/PRs\n\n#433\n\n\n#### What does this implement/fix? Explain your changes.\n\nSome broken packages with empty `.egg-info` folder, will result in empty\nmetadata, which will give `None` as pkg name and cause `ValueError(\"A\ndistribution name is required.\")` in `Distribution.from_name`\n\nAdded some simple filters to ignore them.",
          "is_bot": false,
          "headline": "[ENH] ensure _get_installed_packages does not break in case of empty …",
          "author_name": "auderson",
          "author_login": "auderson",
          "committed_at": "2025-11-14T22:12:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c12ae2827c845845ae8ed9a4f337aaec5445caf8",
          "body": "…463)\n\nBumps\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nfrom 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/upload-artifact from 4 to 5 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-14T22:02:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d01476b9071d7d784486df3862bcb6d8eded194c",
          "body": "…(#462)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 5 to 6 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-14T22:01:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da697f61c5e2f53b61295a6a9d3f2ae31dee9ce3",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.9.0 →\n25.11.0](https://github.com/psf/black-pre-commit-mirror/compare/25.9.0...25.11.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#468)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-11-14T22:01:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62ab5fea8015a19df26fb83e2c127a09f73e91c5",
          "body": "#### Reference Issues/PRs\n\n#442\n\n#### What does this implement/fix? Explain your changes.\n\n- I used `_get_members_uw` instead of `inspect.getmembers` to retrieve\nclass.\n- `inspect.unwrap()` does not work with MagicAttribute. It does not\nreturn the class itself.\n- Verify inspect.isclass(MagicAttribut\n[…]\n) returns True before attempting\nto unwrap\n- Use klass.__name__ and klass.__module__ instead of trying to use the\nunwrapped version's attributes\n- Catch exceptions and fall back to the original object",
          "is_bot": false,
          "headline": " [BUG] Fix Metaclass lookup (#457)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-11-07T22:06:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "67bc1635c2a05a211be61de9cb3072f0798e7a1a",
          "body": "Fixes a `B042` issue raised by pre-commit in the `skbase` exception.",
          "is_bot": false,
          "headline": "[BUG] exceptions - fix `B042` pre-commit issue (#465)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-11-01T11:02:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05c8496b9854dcf2b92e3d05e5bf0bf70d8c83bc",
          "body": "The `case_sensitive` argument in `_check_soft_dependencies` was broken\nwith a sync from `sklearn`, currently it is not used.\n\nThis PR fixes the argument, and also adds regression tests for the\nargument.",
          "is_bot": false,
          "headline": "[BUG] fix `case_sensitive` argument in `_check_soft_dependencies` (#464)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-11-01T10:49:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4861589f7f687aa23110f2c6622d76c54a53c75b",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 6.1.0 →\n7.0.0](https://github.com/pycqa/isort/compare/6.1.0...7.0.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#458)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-10-14T15:13:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c23c795ba98613b617106c0ea9e41f5e261e491",
          "body": "#### Reference Issues/PRs\n\nFixes #112 by adding a test\n\n\n#### What does this implement/fix? Explain your changes.\n\nThis does not fix anything, since the bug is apparently already fixed by\n#115. But it adds a minimal test.\n\nThe test creates a dummy module to test the behaviour of `all_objects`.\nThis \n[…]\nndent\nfrom the existing code. I verified, that the test fails (in an expected\nway) before #115 was merged (while all other tests passed). So this test\nshould give some additional safety in the future.",
          "is_bot": false,
          "headline": "[BUG] regression test certifying for fix #115 (#460)",
          "author_name": "Simon Blanke",
          "author_login": "SimonBlanke",
          "committed_at": "2025-10-14T15:13:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "941bdb3b4bb9b4e78ab1963c3739c7af4497b1f0",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 5\nto 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 5 to 6 (#459)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-14T15:04:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8c4bb57703bb0b9c7044458d6167e00450eb564",
          "body": "release 0.13.0 changelog",
          "is_bot": false,
          "headline": "[DOC] release 0.13.0 changelog (#456)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:26:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9eb1cf88c1ac3025fd39b5791ec350306aebd6eb",
          "body": "Release 0.13.0\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.13.0 (#455)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:20:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33116a56bbb63b64f36add5d71a11d8c99d07016",
          "body": "Updates `TagAliaserMixin` to the state of `sktime`, adds tests.",
          "is_bot": false,
          "headline": "[ENH] `TagAliaserMixin` updated to `sktime` state, added tests (#454)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:17:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55f3f95fca847f4b882dc8832603b8ea61e5bda4",
          "body": "Adds python 3.14 support and removes python 3.9 support.",
          "is_bot": false,
          "headline": "[MNT] python 3.14 compatibility and python 3.9 end-of-life (#453)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-10-08T20:05:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b25d1e1a48fcc67697d61c772d46b3a8145f766f",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/isort: 6.0.1 →\n6.1.0](https://github.com/pycqa/isort/compare/6.0.1...6.1.0)\n- https://github.com/psf/black →\nhttps://github.com/psf/black-pre-commit-mirror\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#451)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-10-08T19:10:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6eb583ee9443e0e720eb2f5af0f9aad709c85dd",
          "body": "Bumps [github/codeql-action](https://github.com/github/codeql-action)\nfrom 3 to 4.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump github/codeql-action from 3 to 4 (#452)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-10-08T19:10:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "388780e5ad5ab5ab63cc4d766da9936b5b67c4ce",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/psf/black: 25.1.0 →\n25.9.0](https://github.com/psf/black/compare/25.1.0...25.9.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#450)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-09-25T06:49:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1b2f7ae5bd548cf423a76aa3597f07c08014320",
          "body": "Found few misspellings like DEAULT_CLONE_PLUGINS\n\n-> https://github.com/crate-ci/typos",
          "is_bot": false,
          "headline": "[DOC] Fix typos (#449)",
          "author_name": "Viktor Szépe",
          "author_login": "szepeviktor",
          "committed_at": "2025-09-20T15:24:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d80ad0d0642564b4432a0b1f445a2371091da8ad",
          "body": "Release 0.12.6\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.12.6 (#448)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-18T22:05:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "207c926aa7d088365ed3218ce4176f32f8378345",
          "body": "…fixture generation handling (#446)\n\nThis PR improves the functionality of `QuickTester`:\n\n* improved verbosity levels, `verbose` can now be an integer that allows\ngranular control on whether printout from the tests are displayed or not\n* customizable fixture generation from the input object `obj` - in case\nthis is different from the class/instance mechanism, e.g., using a\npackage mechanism, see here for an example:\nhttps://github.com/sktime/pytorch-forecasting/pull/1954",
          "is_bot": false,
          "headline": "[ENH] improved `QuickTester`: verbosity levels, plugin structure for …",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-18T17:06:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5bbd1df1ae9ff60ba02847736fbf649f52a3c1a",
          "body": "The `TagAliaserMixin` methods `get_tag` and `get_class_tag` were not\nbehaving as intended: they were not aliasing the tags.\n\nThis is fixed by delegating to the correctly behaving `get_tags` and\n`get_class_tags` in case a tag is aliasing or aliased.",
          "is_bot": false,
          "headline": "[BUG] fix `TagAliaserMixin` `get_tag` and `get_class_tag` (#445)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-18T17:02:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ab0db391e27f7f94d8f2625d98bf70fb4f7af48",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/asottile/blacken-docs: 1.19.1 →\n1.20.0](https://github.com/asottile/blacken-docs/compare/1.19.1...1.20.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#447)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-09-18T17:02:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4162ef9dd0889a269708ca054ce051523dfab3a6",
          "body": "…ting` (#441)\n\nupdates `_safe_import` to the state in `sktime` and `pytorch_forecasting`",
          "is_bot": false,
          "headline": "[ENH] update `_safe_import` to state in `sktime` and `pytorch_forecas…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-09-07T17:17:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37b8895468a17f8ff1eb90057d704c80e6905389",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\nfrom 5 to 6.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-python from 5 to 6 (#444)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-07T09:56:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e932f7f0eda8b618e36ea05072f98d7968fbaeb6",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 4\nto 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/setup-node from 4 to 5 (#443)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-09-07T09:56:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c6c4f4e5d5709a53fa3dd8259f6d7dbf002c557",
          "body": "From\nhttps://github.com/sktime/skpro/pull/583#pullrequestreview-3131917702",
          "is_bot": false,
          "headline": "[MNT] Check versions in wheels workflow (#440)",
          "author_name": "Viktor Szépe",
          "author_login": "szepeviktor",
          "committed_at": "2025-08-24T20:34:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "516e0b1317c2472767cd8baeed148e8b9c7c6e12",
          "body": "Release 0.12.5\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.12.5 (#437)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-08-17T16:07:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8cc4185f43b807662f84a2d256da78d09b638b6",
          "body": "…(#438)\n\nremoves the deprecated `fix-encoding-pragma` hook from `pre-commit`",
          "is_bot": false,
          "headline": "[MNT] remove deprecated `fix-encoding-pragma` hook from `pre-commit` …",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-08-17T14:40:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1768ee50b78c163fb9ab9387376346cb72f247a9",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/checkout from 4 to 5 (#436)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-14T09:14:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5e7497a03c47ab9da3cc46887497b45e89f9b18",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pre-commit/pre-commit-hooks: v5.0.0 →\nv6.0.0](https://github.com/pre-commit/pre-commit-hooks/compare/v5.0.0...v6.0.0)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#435)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-08-12T11:18:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5131eb7f22fb211e433caba0dcad4fdb3382e46a",
          "body": "…(#434)\n\nBumps\n[actions/download-artifact](https://github.com/actions/download-artifact)\nfrom 4 to 5.",
          "is_bot": true,
          "headline": "[MNT] [Dependabot](deps): Bump actions/download-artifact from 4 to 5 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-08-12T11:18:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7071d98820e7e4cd223e7790115cdd72b122f9e",
          "body": "…mplete or corrupted package metadata (#433)\n\nThis PR ensures that `_get_installed_packages` does not break in case of\nincomplete or corrupted package metadata.\n\nFixes issue as observed in\nhttps://github.com/sktime/pytorch-forecasting/issues/1925.",
          "is_bot": false,
          "headline": "[ENH] ensure `_get_installed_packages` does not break in case of inco…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-31T15:05:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe82272f323bc0a7ed4b0f019c3255b51d952978",
          "body": "…in `wheels` release workflow (#432)\n\nreplaces the deprecated `windows-2019` runner with `windows-latest` in\n`wheels` release workflow",
          "is_bot": false,
          "headline": "[MNT] replace deprecated `windows-2019` runner with `windows-latest` …",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-23T22:08:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d330fe542961843b2f97a37d015ecacd69e64d92",
          "body": "Release 0.12.4\n\n* changelog\n* version bump",
          "is_bot": false,
          "headline": "Release 0.12.4 (#431)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-23T21:59:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4207dbf3e5d881af41450336f7f323c9f8de22c",
          "body": "PR https://github.com/sktime/skbase/pull/428 forgot to update the\ndocstring as well. This PR adds the missing docstring entry.",
          "is_bot": false,
          "headline": "[DOC] add missing docstring argument for `QuickTester.run_tests` (#430)",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-07-23T21:47:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0400704a4abecb00f39d99e0028a8266e3c600f",
          "body": "<!--pre-commit.ci start-->\nupdates:\n- [github.com/pycqa/flake8: 7.2.0 →\n7.3.0](https://github.com/pycqa/flake8/compare/7.2.0...7.3.0)\n- [github.com/PyCQA/bandit: 1.8.4 →\n1.8.6](https://github.com/PyCQA/bandit/compare/1.8.4...1.8.6)\n<!--pre-commit.ci end-->",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#429)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2025-07-19T15:00:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bf003bba27657cf40ce375c1ed42abda5b17b43",
          "body": "…se_exceptions=True` (#428)\n\nThis PR adds verbose output to `QuickTester`, informing the user on\npassed and failed tests, if `raise_exceptions=True`.\n\nAs the utility immediately raises on failure, the output needs to be\nconditioned directly on try/except of execution of the individual tests,\nhence a `verbose` parameter is added in `QuickTester.run_tests` to\nachieve this result.\n\nMirror of https://github.com/sktime/sktime/pull/8047",
          "is_bot": false,
          "headline": "[ENH] `QuickTester` verbose output on passed and failed tests if `rai…",
          "author_name": "Franz Király",
          "author_login": "fkiraly",
          "committed_at": "2025-06-22T23:10:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 47,
      "commits_last_year": 93,
      "latest_release_at": "2026-08-02T15:54:30Z",
      "latest_release_tag": "v1.1.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 33,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 41.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "scikit-base",
          "exists": true,
          "license": null,
          "keywords": [
            "data-science",
            "machine-learning",
            "scikit-learn",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: BSD License",
            "Operating System :: MacOS",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Scientific/Engineering",
            "Topic :: Software Development"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/scikit-base/",
          "is_deprecated": false,
          "latest_version": "1.1.0",
          "repository_url": "https://github.com/sktime/skbase",
          "versions_count": 44,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2023-04-18T19:56:06.791971Z",
          "latest_published_at": "2026-08-02T15:58:01.296696Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 48,
      "stars": 40,
      "watchers": 3,
      "fork_history": {
        "days": [
          {
            "date": "2022-05-24",
            "count": 1
          },
          {
            "date": "2022-07-29",
            "count": 1
          },
          {
            "date": "2022-11-09",
            "count": 1
          },
          {
            "date": "2023-02-19",
            "count": 1
          },
          {
            "date": "2023-04-25",
            "count": 1
          },
          {
            "date": "2023-05-02",
            "count": 1
          },
          {
            "date": "2024-01-30",
            "count": 1
          },
          {
            "date": "2024-02-22",
            "count": 1
          },
          {
            "date": "2024-08-02",
            "count": 1
          },
          {
            "date": "2024-08-05",
            "count": 1
          },
          {
            "date": "2024-12-18",
            "count": 1
          },
          {
            "date": "2025-01-06",
            "count": 1
          },
          {
            "date": "2025-01-16",
            "count": 1
          },
          {
            "date": "2025-03-25",
            "count": 1
          },
          {
            "date": "2025-04-07",
            "count": 1
          },
          {
            "date": "2025-05-01",
            "count": 1
          },
          {
            "date": "2025-06-03",
            "count": 1
          },
          {
            "date": "2025-06-06",
            "count": 1
          },
          {
            "date": "2025-06-25",
            "count": 1
          },
          {
            "date": "2025-10-13",
            "count": 1
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2025-11-19",
            "count": 1
          },
          {
            "date": "2025-11-26",
            "count": 1
          },
          {
            "date": "2025-11-29",
            "count": 1
          },
          {
            "date": "2026-01-11",
            "count": 1
          },
          {
            "date": "2026-02-01",
            "count": 1
          },
          {
            "date": "2026-02-16",
            "count": 1
          },
          {
            "date": "2026-02-17",
            "count": 1
          },
          {
            "date": "2026-02-19",
            "count": 1
          },
          {
            "date": "2026-02-20",
            "count": 1
          },
          {
            "date": "2026-02-23",
            "count": 1
          },
          {
            "date": "2026-02-26",
            "count": 1
          },
          {
            "date": "2026-03-01",
            "count": 1
          },
          {
            "date": "2026-03-03",
            "count": 1
          },
          {
            "date": "2026-03-09",
            "count": 1
          },
          {
            "date": "2026-03-10",
            "count": 1
          },
          {
            "date": "2026-03-12",
            "count": 1
          },
          {
            "date": "2026-03-15",
            "count": 1
          },
          {
            "date": "2026-03-23",
            "count": 2
          },
          {
            "date": "2026-03-28",
            "count": 1
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-05-01",
            "count": 1
          },
          {
            "date": "2026-05-02",
            "count": 1
          },
          {
            "date": "2026-05-15",
            "count": 1
          },
          {
            "date": "2026-06-02",
            "count": 1
          },
          {
            "date": "2026-06-19",
            "count": 1
          },
          {
            "date": "2026-06-28",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 48,
        "total_forks": 48
      },
      "star_history": null,
      "open_issues_and_prs": 37
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 72525,
      "source_files_sampled": 70,
      "oversized_source_files": 1,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "setup.cfg"
      ],
      "advisories": {
        "error": "No resolved dependencies carried a version and a supported ecosystem",
        "scope": "repository_graph",
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 7,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "nbsphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-design",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-gallery",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-issues",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 7,
        "direct_count": 0,
        "indirect_count": 7
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 15,
        "merged_prs": 415,
        "open_issues": 22,
        "closed_ratio": 0.815,
        "closed_issues": 97,
        "closed_unmerged_prs": 28
      },
      "bus_factor": 1,
      "bot_contributors": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "RNKuhns",
          "commits": 502,
          "avatar_url": "https://avatars.githubusercontent.com/u/26907244?v=4"
        },
        {
          "type": "User",
          "login": "fkiraly",
          "commits": 336,
          "avatar_url": "https://avatars.githubusercontent.com/u/7985502?v=4"
        },
        {
          "type": "User",
          "login": "SimonBlanke",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/20640612?v=4"
        },
        {
          "type": "User",
          "login": "tpvasconcelos",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/17701527?v=4"
        },
        {
          "type": "User",
          "login": "szepeviktor",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/952007?v=4"
        },
        {
          "type": "User",
          "login": "Dreamstick9",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/222502230?v=4"
        },
        {
          "type": "User",
          "login": "XinyuWuu",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/57612792?v=4"
        },
        {
          "type": "User",
          "login": "Spinachboul",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/105979087?v=4"
        },
        {
          "type": "User",
          "login": "WHOIM1205",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/212489404?v=4"
        },
        {
          "type": "User",
          "login": "yarnabrina",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/39331844?v=4"
        }
      ],
      "contributors_sampled": 26,
      "top_contributor_share": 0.571
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "codeql.yml",
        "dependency-review.yml",
        "test.yml",
        "update_contributors.yml",
        "wheels.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "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": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
            "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": 5,
            "reason": "Found 9/18 approved changesets -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 3 contributing companies or organizations -- score normalized to 10",
            "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": "20 commit(s) and 1 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": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "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": null,
            "reason": "no releases found",
            "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": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "3ac7760e4d1d0f0fcd4cbcc0a77beb2bfa9421b6",
        "ran_at": "2026-08-02T15:59:34Z",
        "aggregate_score": 7.3,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": true,
      "has_security_policy": true,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-08-02T15:58:05Z",
      "oldest_open_prs": [
        {
          "number": 149,
          "created_at": "2023-03-13T04:35:11Z",
          "last_comment_at": "2023-03-15T01:59:32Z",
          "last_comment_author": "RNKuhns"
        },
        {
          "number": 154,
          "created_at": "2023-04-02T07:34:52Z",
          "last_comment_at": "2023-04-09T18:09:45Z",
          "last_comment_author": "fkiraly"
        },
        {
          "number": 313,
          "created_at": "2024-04-15T00:15:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 413,
          "created_at": "2025-04-07T10:00:15Z",
          "last_comment_at": "2025-04-08T22:28:51Z",
          "last_comment_author": "wilsbj"
        },
        {
          "number": 422,
          "created_at": "2025-06-04T03:23:13Z",
          "last_comment_at": "2025-06-07T20:26:45Z",
          "last_comment_author": "DebjyotiRay"
        },
        {
          "number": 492,
          "created_at": "2026-02-18T17:14:38Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 504,
          "created_at": "2026-02-26T17:25:12Z",
          "last_comment_at": "2026-05-15T17:03:38Z",
          "last_comment_author": "mateuszkasprowicz"
        },
        {
          "number": 510,
          "created_at": "2026-03-03T20:43:52Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 512,
          "created_at": "2026-03-04T18:47:12Z",
          "last_comment_at": "2026-03-05T21:58:55Z",
          "last_comment_author": "shourya1419-netizen"
        },
        {
          "number": 515,
          "created_at": "2026-03-05T14:52:28Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 516,
          "created_at": "2026-03-05T15:29:08Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 531,
          "created_at": "2026-03-13T10:46:44Z",
          "last_comment_at": "2026-03-13T11:00:30Z",
          "last_comment_author": "direkkakkar319-ops"
        },
        {
          "number": 555,
          "created_at": "2026-05-02T11:18:05Z",
          "last_comment_at": "2026-05-17T18:27:29Z",
          "last_comment_author": "fkiraly"
        },
        {
          "number": 560,
          "created_at": "2026-06-02T22:20:21Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 571,
          "created_at": "2026-07-01T17:03:43Z",
          "last_comment_at": "2026-07-03T21:41:25Z",
          "last_comment_author": "codecov"
        }
      ],
      "last_merged_pr_at": "2026-08-02T15:53:28Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 12,
          "created_at": "2022-06-25T11:24:47Z",
          "last_comment_at": "2026-03-06T13:23:06Z",
          "last_comment_author": "sakun15"
        },
        {
          "number": 19,
          "created_at": "2022-07-01T13:39:14Z",
          "last_comment_at": "2023-02-05T16:39:17Z",
          "last_comment_author": "RNKuhns"
        },
        {
          "number": 24,
          "created_at": "2022-07-09T18:17:22Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 29,
          "created_at": "2022-07-22T11:50:13Z",
          "last_comment_at": "2026-03-06T13:26:32Z",
          "last_comment_author": "shourya1419-netizen"
        },
        {
          "number": 31,
          "created_at": "2022-07-28T09:48:53Z",
          "last_comment_at": "2026-04-07T23:53:27Z",
          "last_comment_author": "Abhishek9639"
        },
        {
          "number": 109,
          "created_at": "2023-01-13T08:55:28Z",
          "last_comment_at": "2026-02-18T16:06:58Z",
          "last_comment_author": "Rahul-Reddy9"
        },
        {
          "number": 114,
          "created_at": "2023-01-14T10:11:26Z",
          "last_comment_at": "2023-01-26T00:40:08Z",
          "last_comment_author": "RNKuhns"
        },
        {
          "number": 146,
          "created_at": "2023-03-09T00:50:01Z",
          "last_comment_at": "2023-03-11T19:00:21Z",
          "last_comment_author": "fkiraly"
        },
        {
          "number": 162,
          "created_at": "2023-04-26T14:01:54Z",
          "last_comment_at": "2026-01-12T11:40:42Z",
          "last_comment_author": "arnavk23"
        },
        {
          "number": 166,
          "created_at": "2023-04-28T21:45:47Z",
          "last_comment_at": "2026-06-20T17:01:48Z",
          "last_comment_author": "sid200727"
        },
        {
          "number": 279,
          "created_at": "2024-01-31T14:55:17Z",
          "last_comment_at": "2024-03-01T22:24:59Z",
          "last_comment_author": "fkiraly"
        },
        {
          "number": 282,
          "created_at": "2024-01-31T23:51:19Z",
          "last_comment_at": "2025-04-07T10:47:30Z",
          "last_comment_author": "fkiraly"
        },
        {
          "number": 291,
          "created_at": "2024-02-22T13:52:00Z",
          "last_comment_at": "2026-05-17T18:29:11Z",
          "last_comment_author": "fkiraly"
        },
        {
          "number": 324,
          "created_at": "2024-05-09T13:14:48Z",
          "last_comment_at": "2025-11-25T08:23:51Z",
          "last_comment_author": "Aymuos22"
        },
        {
          "number": 439,
          "created_at": "2025-08-17T14:30:41Z",
          "last_comment_at": "2026-02-21T12:33:10Z",
          "last_comment_author": "KaranSinghDev"
        },
        {
          "number": 469,
          "created_at": "2025-11-14T22:08:51Z",
          "last_comment_at": "2025-12-26T14:08:16Z",
          "last_comment_author": "arnavk23"
        },
        {
          "number": 478,
          "created_at": "2025-11-29T09:03:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 502,
          "created_at": "2026-02-25T17:58:52Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 503,
          "created_at": "2026-02-26T10:33:37Z",
          "last_comment_at": "2026-07-11T07:57:40Z",
          "last_comment_author": "himanshusharma27"
        },
        {
          "number": 536,
          "created_at": "2026-03-23T07:54:10Z",
          "last_comment_at": "2026-07-04T08:49:37Z",
          "last_comment_author": "SimonBlanke"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/sktime/skbase",
    "host": "github.com",
    "name": "skbase",
    "owner": "sktime"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": "The weighted overall 74 is calibrated to 88 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 74,
            "calibrated": 88,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 88,
      "inputs": {
        "security": 73,
        "vitality": 92,
        "community": 48,
        "governance": 71,
        "calibration": "2026-08-02",
        "engineering": 89,
        "ai_readiness": 51,
        "weighted_overall_raw": 74
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 92,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 86,
            "inputs": {
              "commits_last_year": 93,
              "human_commit_share": 0.56,
              "days_since_last_push": 0,
              "active_weeks_last_year": 33
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "33/52 weeks with commits",
                "points": 22.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 33
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "93 commits in the last year",
                "points": 17.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 93
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "20 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "exceptional",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 47,
              "latest_release_tag": "v1.1.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 41.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "47 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 47
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~41.6 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 41.6
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 2,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 2 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "weak",
        "name": "Community & Adoption",
        "value": 48,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "weak",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 41,
            "inputs": {
              "forks": 48,
              "stars": 40,
              "watchers": 3,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "40 stars",
                "points": 25.8,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 40
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "48 forks",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 48
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "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 (BSD-3-Clause)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "BSD-3-Clause"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 71,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "weak",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 26,
              "top_contributor_share": 0.571
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 57% of commits",
                "points": 9.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 57
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "26 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 26
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 80,
            "inputs": {
              "merged_prs": 415,
              "open_issues": 22,
              "closed_issues": 97,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.815,
              "closed_unmerged_prs": 28,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "82% of issues closed",
                "points": 34.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 82
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "415/443 decided PRs merged",
                "points": 28.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 415,
                      "decided": 443
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 9/18 approved changesets -- score normalized to 5",
                "points": 7.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "followers": 340,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "sktime",
              "public_repos": 48,
              "account_age_days": 2488
            },
            "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": "340 followers of sktime",
                "points": 18.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 340,
                      "login": "sktime"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "48 public repos, account ~6 yr old",
                "points": 24.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 48
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "scikit-base"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "44 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 44
                    }
                  }
                ],
                "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": 89,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "topics": [
                "framework",
                "python",
                "scikit-learn-api",
                "sktime",
                "skbase"
              ],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "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": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": 73,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.3
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "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 9/18 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "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": "20 commit(s) and 1 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 12
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 51,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.982,
              "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": "55 of 56 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 55,
                      "sampled": 56
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 59,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.27
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "27 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 27,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 72525,
              "source_files_sampled": 70,
              "oversized_source_files": 1
            },
            "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": "1/70 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 70,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 8
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "tags",
          "label": "library",
          "source": "tag:framework",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:scikit-base@1.1.0; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-02T16:00:00.801913Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/sktime/skbase.svg",
  "full_name": "sktime/skbase",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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 v2.5.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.