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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-28 14:49 UTC

gabrieldemarmiesse / python-on-whales

An awesome Python wrapper for an awesome Docker CLI!

PythonMIT★ 708 Sterne⑂ 130 Forksseit Aug. 2020Auf GitHub ansehen ↗

gabrieldemarmiesse/python-on-whales erreicht einen Gesundheitsindex von 70 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (85/100) ab, am schwächsten bei Security (52/100). Zuletzt vor 30 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

70
gesamt / 100
Gut

Software-Gesundheitsindex

Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.

70
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.

Eigentümerschaft

Gabriel de MarmiessePersönliches Konto
403 Follower86 öffentliche Reposseit Juni 2015Kyutai

Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIpython-on-whales0.81.012.474.237101vor 141 Tagen

Metriken nach Kategorie

Vitalität

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

64Mittel · 22 % des Gesamtindex
Wie die Bewertung erfolgt
28.8/36Push-Aktualität — letzter Push vor 30 Tagen
8.3/36Commit-Rhythmus — 12/52 Wochen mit Commits
12.6/18Commit-Volumen — 24 Commits im letzten Jahr
2/10OpenSSF Scorecard: Maintained — 3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2
Verwendete Eingangsdaten
commits_last_year24
human_commit_share1
days_since_last_push30
active_weeks_last_year12
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 100 Releases veröffentlicht
27/36Release-Aktualität — letztes Release vor 141 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 61 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count100
latest_release_tagv0.81.0
releases_from_tagsnein
days_since_latest_release141
mean_days_between_releases61
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?

77Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
46.2/60Stars — 708 Stars
17.6/25Forks — 130 Forks
4.3/15Watcher — 7 Watcher
Verwendete Eingangsdaten
forks130
stars708
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein
Wie die Bewertung erfolgt
80/80Downloads pro Monat — 12.474.237 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagespython-on-whales
dependents
ecosystemspypi
total_downloads
monthly_downloads12.474.237
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

69Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
5.1/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 77 % der Commits
13.5/13.5Breite der Beitragenden — 80 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor1
contributors_sampled80
top_contributor_share0,774
Wie die Bewertung erfolgt
35.7/46.8Issue-Lösungsquote — 76 % der Issues geschlossen
35.6/38.3PR-Annahme — 455/489 entschiedene PRs gemergt
10.5/15OpenSSF Scorecard: Code-Review — Found 22/30 approved changesets -- score normalized to 7
Verwendete Eingangsdaten
merged_prs455
open_issues52
closed_issues168
issue_closed_ratio0,764
closed_unmerged_prs34
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
18.7/25Reichweite des Inhabers — 403 Follower von gabrieldemarmiesse
25/25Kontohistorie — 86 öffentliche Repos, Kontoalter ca. 11 Jahre
Verwendete Eingangsdaten
followers403
owner_typeUser
is_verified
owner_logingabrieldemarmiesse
public_repos86
account_age_days4.061
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 141 Tagen
20/20Versionshistorie — 101 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespython-on-whales
ecosystemspypi
any_deprecatednein
min_days_since_publish141

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

85Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .flake8
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 24 out of 25 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
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

52Mittel · 16 % des Gesamtindex

Sicherheitslage

40Gefährdet
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 — 24 out of 25 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
5.2/7.5Code-Review — Found 22/30 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
1.5/7.5Maintained — 3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 20 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4,1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages5
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:python-on-whales@0.81.0 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 5 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

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

54Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 78 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,78
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .flake8
11/11Statische Typprüfung — python_on_whales/py.typed
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfileja
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configspython_on_whales/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (python_on_whales/py.typed)
54.4/55Handhabbare Dateigrößen — 1/93 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes86.016
source_files_sampled93
oversized_source_files1

Eckdaten

708GitHub-Sterne
80Mitwirkende
24Commits, letzte 12 Monate
30Tage seit letztem Push
100Releases
1Bus-Faktor
52offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 130 ⇿
0Sterne
130Forks
94Releases

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.

025507510012515012932020-122023-092026-06
Major 0Minor 73Patch 19

Jeder Punkt umfasst 6 Tage.

OpenSSF Scorecard 4.1 / 10
4.1Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-28 14:48 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-Tests24 out of 25 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 22/30 approved changesets -- score normalized to 7
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
2Maintained3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities20 existing vulnerabilities detected
Alle Abhängigkeiten nicht erhoben

Der aufgelöste Abhängigkeitssatz konnte für diesen Bericht nicht erhoben werden: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Abhängigkeits-Advisories 0

Die Installation von pypi:python-on-whales@0.81.0 zieht 5 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

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

JSON-Rohbericht maschinenlesbar
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          "tag": "v0.64.2",
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          "headline": "Bump version to 0.77.0",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
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          "body": "Co-authored-by: Pietro Agazzi <pietro.agazzi@prconsulting.eu>",
          "is_bot": false,
          "headline": "Add events method to stream Docker Compose events (#676)",
          "author_name": "Pietro Agazzi",
          "author_login": "pietroagazzi",
          "committed_at": "2025-05-19T15:19:04Z",
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        {
          "oid": "7a6145a90d49ee6bb1dd80c805b150b19fd09a00",
          "body": "…#635)",
          "is_bot": false,
          "headline": "Rework filters to support passing multiple filters of the same type (…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2025-04-27T14:33:31Z",
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        {
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          "body": null,
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          "headline": "Bump version to 0.76.1",
          "author_name": "gabrieldemarmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-27T11:04:03Z",
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        {
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          "body": null,
          "is_bot": false,
          "headline": "Fix secrets specs labels being capitalized (#675)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-25T17:48:47Z",
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          "is_bot": false,
          "headline": "Bump version to 0.76.0",
          "author_name": "gabrieldemarmiesse",
          "author_login": "gabrieldemarmiesse",
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          "is_bot": false,
          "headline": "Add support for multi-nodes on builders (#674)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-25T17:13:22Z",
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        {
          "oid": "3e95100df068a0ad97dce67a9a0b0d2c510d818a",
          "body": "Fix #671 , thanks @koenvandesande !\n\nAdded `my_secret.spec.name`",
          "is_bot": false,
          "headline": "Fixed secrets and added tests (#673)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-03-21T16:15:02Z",
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        {
          "oid": "9621e92614cc60f17203f0628440d570d060cded",
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          "is_bot": false,
          "headline": "bump version to 0.75.1",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-01-10T19:25:38Z",
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        },
        {
          "oid": "c3b82f3ebbe59037b97476479f47b66d52b734d9",
          "body": "The latest 0.75.0 release [failed to publish to\nPyPi](https://github.com/gabrieldemarmiesse/python-on-whales/actions/runs/12688518269/job/35365228093).\nThis appears to be a [known behavior of\nsetuptools](https://github.com/pypa/setuptools/issues/4759)/[uv](https://github.com/astral-sh/uv/issues/9513\n[…]\n753576).\n\nIt appeared to keep the correct license metadata on PyPi, since this\nfield seems to be an optional addition to the `project.license.file`\nfield.\n\nHappy to implement any feedback, please lmk!",
          "is_bot": false,
          "headline": "Work around setuptools license file metadata issue (#666)",
          "author_name": "Eric Weber",
          "author_login": "rcwbr",
          "committed_at": "2025-01-10T18:45:43Z",
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        },
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          "is_bot": false,
          "headline": "Bump version to 0.75.0",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2025-01-09T10:00:32Z",
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        {
          "oid": "63120611d2506eccd386d7eee3df2cc36d682b53",
          "body": null,
          "is_bot": false,
          "headline": "Add envs option to docker.compose.run() (#664) (#665)",
          "author_name": "www84",
          "author_login": "www84",
          "committed_at": "2024-12-26T14:00:25Z",
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        },
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          "is_bot": false,
          "headline": "Add volumes option to docker.compose.run() (#663)",
          "author_name": "www84",
          "author_login": "www84",
          "committed_at": "2024-12-25T16:42:51Z",
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          "body": null,
          "is_bot": false,
          "headline": "Add entrypoint option to docker.compose.run() (#659) (#661)",
          "author_name": "www84",
          "author_login": "www84",
          "committed_at": "2024-12-25T09:49:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07fe32a17239b1626a9acbc5d61dea0d6cfe4188",
          "body": null,
          "is_bot": false,
          "headline": "Update comment in python-publish.yml",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-12-12T18:59:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2ff8654488378d913ce900b4e526b4b4d3ed6a7",
          "body": "As seen in https://docs.docker.com/build/bake/remote-definition/\nNote that this is experimental (like `buildx.bake`)",
          "is_bot": false,
          "headline": "Support bake remote definitions (#656)",
          "author_name": "Eric Weber",
          "author_login": "rcwbr",
          "committed_at": "2024-12-09T11:48:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2f95b07dac7084f4bf1e30207fcbf2823e36df9",
          "body": null,
          "is_bot": false,
          "headline": "Add anchor to link being displayed when using CLI (#654)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-11-20T11:50:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Bump version to 0.74.0 (#652)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-11-20T11:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "140865d6ac2b36b3d5a26b78f0b9cf8788fd7b0f",
          "body": "This will become the main way we use the project for contributors. Any contributor can use other tools, \r\nbut they'll have to find out how to use the project themselves. It doesn't change anything for end users.",
          "is_bot": false,
          "headline": "Use uv in github actions and recommend uv for dev (#650)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-11-20T11:05:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a9f090c8669d5cfe61e5388e4c2d9eacbc2d964",
          "body": "…ect output (#648)",
          "is_bot": false,
          "headline": "Fix Pod property type annotations to allow for missing fields in insp…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-11-09T14:20:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b590c97ff0c85228329e70f04700d4ef65c23bc0",
          "body": "…641)",
          "is_bot": false,
          "headline": "Add podman `is_infra` and `namespace` fields to `Container` object (#…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-23T11:22:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d992525ce6cd43d9ce14cc552886b07bc77ba9e2",
          "body": "…cantly (#643)\n\nCo-authored-by: Gabriel de Marmiesse <gabrieldemarmiesse@gmail.com>",
          "is_bot": false,
          "headline": "Set `defer_build=True` pydantic config, improving import time signifi…",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-23T11:10:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4531cedef39d5d12b10bbd0386eb685c954b64e3",
          "body": "Co-authored-by: Gabriel de Marmiesse <gabrieldemarmiesse@gmail.com>",
          "is_bot": false,
          "headline": "Remove leftover Pydantic v1 handling (#642)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-23T10:15:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43b4001331eaf1a1cc59b732c0cfea0103728b30",
          "body": "We test `buildx imagetools` by using docker images available on dockerhub, some are given hashes to get the image for a specific platform and thus checking that we parse the output correctly. The docker images used were old and thus we had to upgrade them. This is what I did in this PR.\r\n\r\nMaybe we could find a way to avoid the dependency on dockerhub but I don't see any good solution for that.",
          "is_bot": false,
          "headline": ":bug: Fix buildx tests in the CI by upgrading the docker images (#646)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-10-23T10:05:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67f75f4689651d44d759c5ac8cb5a5cc7d64fe94",
          "body": "Partially fixes\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/644",
          "is_bot": false,
          "headline": "Specify ubuntu-24.04 in the GitHub actions config (#645)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-21T15:23:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40e1f2782eee49493264442d6350b732305f5fb2",
          "body": "Before:\r\n\r\n```\r\n$ python-on-whales download-cli\r\nzsh: command not found: python-on-whales\r\n```\r\n\r\nAfter:\r\n\r\n```\r\n$ python-on-whales download-cli\r\nThe python-on-whales command line interface has been removed in python-on-whales v0.74.0. If you were using it to download the docker CLI, you should instead do it manually. Take a look at https://gabrieldemarmiesse.github.io/python-on-whales/docker_client/ which has instructions to download the Docker client.\r\n```",
          "is_bot": false,
          "headline": "Display an error message if using the `python-on-whales` command (#640)",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-10-14T11:05:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a1ecad38b214fbbf652f2f3576fc797f6faee94",
          "body": null,
          "is_bot": false,
          "headline": "Update docs references to download-cli (#639)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-14T10:37:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e08c98b675b1049e967dc55892853a3b1459452",
          "body": "Removes dependency on typer/tqdm/requests by dropping support for\r\ndownloading the docker client.\r\n\r\nInitially agreed at\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/512#issuecomment-1872322431,\r\nthis has been deprecated since\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales\n[…]\nales/pull/513 as a\r\nresolution to\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/512. We\r\nwill also be able to close\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/575.",
          "is_bot": false,
          "headline": "Remove download docker client functionality (#633)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-13T20:46:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "30f2905ea47bffe8d5e19276d1465ec73941c00d",
          "body": null,
          "is_bot": false,
          "headline": "Fix breakage of `ContainerCLI.create(env_files=path)` (#637)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-13T19:21:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76e85551d6e9c0825cb995be354d7e70e5e4d27b",
          "body": "- Podman is now available in the default Ubuntu apt repos\r\n- Docker now doesn't come with the daemon config file\r\n- Newer version of podman has support for something that was previously an xfail testcase",
          "is_bot": false,
          "headline": "Fix the CI setup and podman testcase (#638)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-10-13T19:01:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86a5c8d1987de3514ceabc5b6ba3b894940581c6",
          "body": null,
          "is_bot": false,
          "headline": "Bump version to 0.73.0",
          "author_name": "Gabriel de Marmiesse",
          "author_login": "gabrieldemarmiesse",
          "committed_at": "2024-09-06T10:20:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a518a5719d4d2e979538a6d232f42cce141ecef",
          "body": "Podman has support for a \"network exists\" command which checks if a\r\nnetwork exists. This adds support for that command, although it does so\r\nby way of network inspect for compatibility with Docker, which does not\r\nhave a standalone `network exists` command.\r\n\r\nCloses #618\r\n\r\n---------\r\n\r\nCo-authored-by: Gabriel de Marmiesse <gabrieldemarmiesse@gmail.com>",
          "is_bot": false,
          "headline": "Add \"network exists\" command (#632)",
          "author_name": "Ellis Clark",
          "author_login": "eclark0426",
          "committed_at": "2024-09-05T15:31:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f58af9e0e43f3127b2f519b70a55ad0850024284",
          "body": "They should now show up in the docs.",
          "is_bot": false,
          "headline": "Added missing docstrings for network functions (#631)",
          "author_name": "Steve T",
          "author_login": "stock90975",
          "committed_at": "2024-09-05T13:30:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ac7b6f34a5dddee531eaadf9c11addd5dd45146",
          "body": "Follows https://github.com/gabrieldemarmiesse/python-on-whales/pull/595\r\nand https://github.com/gabrieldemarmiesse/python-on-whales/pull/599,\r\nworking on\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/584.",
          "is_bot": false,
          "headline": "Update container component to accept args as Iterable and Mapping (#627)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T12:38:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7bd00cbca75ff11c99b32c64df893b13189717e5",
          "body": "Follows https://github.com/gabrieldemarmiesse/python-on-whales/pull/595,\r\nworking on\r\nhttps://github.com/gabrieldemarmiesse/python-on-whales/issues/584.",
          "is_bot": false,
          "headline": "Update pod component to use generic Iterable and Mapping types (#599)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T12:30:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cfd6920692807bf5babc533b55a7de8f3e379f93",
          "body": "just like the example in the documentation:\r\n\r\nhttps://squidfunk.github.io/mkdocs-material/setup/changing-the-colors/#automatic-light-dark-mode\r\n\r\nCo-authored-by: Lewis Gaul <lewis.gaul@gmail.com>",
          "is_bot": false,
          "headline": "add auto/light/dark mode for docs (#625)",
          "author_name": "Stefan Krüger",
          "author_login": "s-light",
          "committed_at": "2024-09-05T12:26:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1a7f3eaa55e7446d472aaee1c05362a2132eafd3",
          "body": "Fixes https://github.com/gabrieldemarmiesse/python-on-whales/issues/594",
          "is_bot": false,
          "headline": "Drop support for pydantic v1 (#630)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T10:09:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9da040b7fa7bd76831c5817d411c55f53acd8ee2",
          "body": "Hopefully fixing two issues that have started being hit in the \"Render\r\ndocs\" CI job:\r\n* `podman pod create` failing with \"initializing source\r\ndocker://k8s.gcr.io/pause:3.5: Requesting bear token: invalid status\r\ncode from registry 404 (Not Found)\", reported at\r\nhttps://github.com/gabrieldemarmiess\n[…]\ndating doc package dependencies and pinning a couple more\r\nindirect dependencies (I think the lack of pinning `griffe` while\r\npinning to an older version of `mkdocstrings-python` was the\r\nproblem...).",
          "is_bot": false,
          "headline": "Fix \"Render docs\" CI job (#628)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-09-05T09:53:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "69b2ac30146d56598bc42b22a8d015e327c2f234",
          "body": null,
          "is_bot": false,
          "headline": "Allow for multiple env-files (#616)",
          "author_name": "Einar Wigum Arbo",
          "author_login": "einarwar",
          "committed_at": "2024-08-15T09:25:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "338feb5738264e7247298fffbf2c3bf81fa7f4f0",
          "body": "Previously treated `Pod.create(share=[])` the same as not passing the\r\n`share` arg (not passing it to podman), but the podman default is to\r\nshare `uts`, `ipc` and `net` namespaces. This means there's no way to\r\nspecify that *no* namespaces should be shared.\r\n\r\nIn addition, podman expects this list \n[…]\nl\r\n`Command.add_args_iterable()` helper method meant only one shared\r\nnamespace could be specified.\r\n\r\nIt seems possible there could be other related bugs to do with the\r\nformat of lists on the CLI...",
          "is_bot": false,
          "headline": "Fix handling of 'podman pod create --share=...' (#620)",
          "author_name": "Lewis Gaul",
          "author_login": "LewisGaul",
          "committed_at": "2024-08-06T19:48:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "144fd129975e259971bd065d4cb1e95d00ef7136",
          "body": null,
          "is_bot": false,
          "headline": "Add Tuple[Union[str, int]] to ValidPortMapping (#619)",
          "author_name": "Ellis Clark",
          "author_login": "eclark0426",
          "committed_at": "2024-08-06T19:43:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9874b40ee4e2da30a6f68ebdedd6008dd52fe7f2",
          "body": "[Ruff](https://docs.astral.sh/ruff/) has emerged as the most popular\r\ntool for linting, and covers the rules from flake8 among others. It also\r\nserves as an (almost) drop in replacement for black and isort.\r\n\r\nThis PR replaces flake8, isort and black with ruff. \r\n* There are some minor differences i\n[…]\n and `W` covers the rules by the existing flake8\r\naccording to [these\r\ndocs](https://docs.astral.sh/ruff/faq/#how-does-ruff-compare-to-flake8)\r\n* Updated pre-commit and github actions to also use Ruff",
          "is_bot": false,
          "headline": "Replace isort, black and flake8 with ruff (#617)",
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                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "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,
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              "days_since_last_human_commit": 30,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 30 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 77,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "forks": 130,
              "stars": 708,
              "watchers": 7,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "708 stars",
                "points": 46.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 708
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "130 forks",
                "points": 17.6,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 130
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "7 watchers",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "python-on-whales"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 12474237
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "12,474,237 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 12474237,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 38,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 80,
              "top_contributor_share": 0.774
            },
            "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
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 77% of commits",
                "points": 5.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 77
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "80 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 80
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "merged_prs": 455,
              "open_issues": 52,
              "closed_issues": 168,
              "issue_closed_ratio": 0.764,
              "closed_unmerged_prs": 34
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "76% of issues closed",
                "points": 35.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 76
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "455/489 decided PRs merged",
                "points": 35.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 455,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 22/30 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 67,
            "inputs": {
              "followers": 403,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "gabrieldemarmiesse",
              "public_repos": 86,
              "account_age_days": 4061
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "403 followers of gabrieldemarmiesse",
                "points": 18.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 403,
                      "login": "gabrieldemarmiesse"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "86 public repos, account ~11 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 86
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
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                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 141
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            "components": [
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                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
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                    "code": "packages_published",
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 141 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                    "code": "publish_recency",
                    "params": {
                      "days": 141
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "101 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
                    "params": {
                      "count": 101
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
        "value": 85,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
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              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": true
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "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": ".flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
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                  }
                ],
                "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": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "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": [],
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "max_points": 10
              },
              {
                "key": "topics",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
        "value": 52,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 40,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.1
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            "components": [
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                "key": "binary_artifacts",
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                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
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                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "24 out of 25 merged PRs checked by a CI test -- score normalized to 9",
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                "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 22/30 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "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 is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "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": "20 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:python-on-whales@0.81.0 runtime dependency closure — what installing the published package pulls in — 5 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:python-on-whales@0.81.0",
                  "assessed": 5
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 5,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 5,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 11
            },
            "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": 54,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "legible_history_share": 0.78,
              "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": "78 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 78,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "python_on_whales/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "python_on_whales/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python_on_whales/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "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": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 86016,
              "source_files_sampled": 93,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (python_on_whales/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "python_on_whales/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/93 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 93,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T14:49:27.213346Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gabrieldemarmiesse/python-on-whales.svg",
  "full_name": "gabrieldemarmiesse/python-on-whales",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.27.0 — vollständige Methodik · Metriken-Wiki.

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