Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-29 08:49 UTC

getwilds / wilds-docker-library

Collection of Docker images for use in WILDS bioinformatics workflows

DockerfileMIT★ 7 Sterne⑂ 3 Forksseit Feb. 2024Auf GitHub ansehen ↗

getwilds/wilds-docker-library erreicht einen Gesundheitsindex von 62 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (91/100) ab, am schwächsten bei AI Readiness (38/100). Zuletzt vor 6 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

62
gesamt / 100
Mittel

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.

62
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

35 Follower32 öffentliche Reposseit Aug. 2023

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

Metriken nach Kategorie

Vitalität

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

91Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 6 Tagen
31.8/36Commit-Rhythmus — 46/52 Wochen mit Commits
18/18Commit-Volumen — 621 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year621
human_commit_share0,67
days_since_last_push6
active_weeks_last_year46
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 2 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 13 Tagen
12.6/27Release-Rhythmus — ein Release etwa alle 156,9 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count2
latest_release_tagv0.2.0
releases_from_tagsnein
days_since_latest_release13
mean_days_between_releases156,9
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?

55Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
12.6/60Stars — 7 Stars
2.5/25Forks — 3 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks3
stars7
watchers0
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
13.5/13.5Verhaltenskodex
7.2/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templateja
has_code_of_conductja
has_pull_request_templateja

Nachhaltigkeit & Governance

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

56Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
1.8/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 92 % der Commits
6.8/13.5Breite der Beitragenden — 5 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor1
contributors_sampled5
top_contributor_share0,918
Wie die Bewertung erfolgt
44.5/46.8Issue-Lösungsquote — 95 % der Issues geschlossen
37.2/38.3PR-Annahme — 205/211 entschiedene PRs gemergt
6/15OpenSSF Scorecard: Code-Review — Found 4/10 approved changesets -- score normalized to 4
Verwendete Eingangsdaten
merged_prs205
open_issues4
closed_issues79
issue_closed_ratio0,952
closed_unmerged_prs6
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
11.2/25Reichweite des Inhabers — 35 Follower von getwilds
17/25Kontohistorie — 32 öffentliche Repos, Kontoalter ca. 2 Jahre
Verwendete Eingangsdaten
followers35
owner_typeOrganization
is_verified
owner_logingetwilds
public_repos32
account_age_days1.077

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

50Mittel · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
0/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
10/20OpenSSF Scorecard: CI-Tests — 2 out of 4 merged PRs checked by a CI test -- score normalized to 5
Verwendete Eingangsdaten
has_cija
has_testsnein
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://hub.docker.com/u/getwilds
10/10Repository-Beschreibung
10/10Topics — 2 Topics
10/10Wiki
Verwendete Eingangsdaten
topicscontainers, wilds-docker
has_wikija
homepagehttps://hub.docker.com/u/getwilds
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

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

55Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
1.2/2.5CI-Tests — 2 out of 4 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3/7.5Code-Review — Found 4/10 approved changesets -- score normalized to 4
2.5/2.5Contributors — project has 7 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool detected
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,5
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

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

38Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md
0/15Maschinenlesbare Doku (llms.txt)
11.9/40Lesbare Commit-Historie — 15 von 67 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,224
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes3.422
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
0/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
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_testsnein
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesMakefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Dockerfile ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/5 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageDockerfile
largest_source_bytes24.551
source_files_sampled5
oversized_source_files0

Eckdaten

7GitHub-Sterne
5Mitwirkende
621Commits, letzte 12 Monate
6Tage seit letztem Push
2Releases
1Bus-Faktor
4offene Issues
Paket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 3 ⇿
0Sterne
3Forks

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.

12233312024-042024-102025-03
OpenSSF Scorecard 5.5 / 10
5.5Gesamtwert

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 · 2026-07-29 08:48 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
5CI-Tests2 out of 4 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 4/10 approved changesets -- score normalized to 4
10Contributorsproject has 7 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool detected
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Alle Abhängigkeiten 0

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

RegistryPaketVersionBeziehung
Abhängigkeits-Advisories nicht bewertet

Der Advisory-Abgleich konnte für diesen Bericht nicht ausgeführt werden: No resolved dependencies to assess

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "containers",
        "wilds-docker"
      ],
      "is_fork": false,
      "size_kb": 41215,
      "has_wiki": true,
      "homepage": "https://hub.docker.com/u/getwilds",
      "languages": {
        "R": 5669,
        "Python": 4217,
        "Makefile": 4963,
        "Dockerfile": 366018
      },
      "pushed_at": "2026-07-23T05:08:53Z",
      "created_at": "2024-02-09T01:35:34Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-15T19:01:56Z",
      "description": "Collection of Docker images for use in WILDS bioinformatics workflows",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Dockerfile",
      "significant_languages": [
        "Dockerfile"
      ]
    },
    "owner": {
      "blog": "https://getwilds.org/",
      "name": "Fred Hutch OCDO WILDS",
      "type": "Organization",
      "login": "getwilds",
      "company": null,
      "location": "United States of America",
      "followers": 35,
      "avatar_url": "https://avatars.githubusercontent.com/u/142467834?v=4",
      "created_at": "2023-08-17T02:47:53Z",
      "is_verified": null,
      "public_repos": 32,
      "account_age_days": 1077
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2026-07-15T18:39:53Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2026-02-08T21:16:09Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "518c74c9f0eb21aacacd09f7276723967da41cb4",
          "body": null,
          "is_bot": false,
          "headline": "Adding Zenodo DOI to README and CITATION.cff",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-15T19:01:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e0bdf9ab7a62a1b0a7f7d3f5d8f5a6c8925ac68",
          "body": null,
          "is_bot": false,
          "headline": "Adding changelog entry for v0.2.0 and upping version in CITATION.cff",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-15T17:57:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0981dcbf26b62d9418dc63fef139f64ad607fdf8",
          "body": null,
          "is_bot": false,
          "headline": "Fixing LABEL typo in CONTRIBUTING",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-15T17:57:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3940f06352160e3f560181b106340f3f20d86747",
          "body": null,
          "is_bot": false,
          "headline": "Updating README image table to reflect current state",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-15T17:56:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac955592f0511599c58eea44efc39e091a48dd7c",
          "body": "Adding initial draft of CITATION.cff file",
          "is_bot": false,
          "headline": "Merge pull request #370 from getwilds/add-citation-cff",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-07-15T15:41:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "312a1cedea23ed1619151f53feb01f26ea006e05",
          "body": null,
          "is_bot": false,
          "headline": "Adding initial draft of citation file to the repo",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-15T13:30:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52c9fa603d3f8c3f9e8937851ee688afc07b7b2e",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-02T19:46:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "839fdf61f9aab4d9e1d7edce948939a2b903f47d",
          "body": "Switching `cellbender` to an NVIDIA base image",
          "is_bot": false,
          "headline": "Merge pull request #368 from getwilds/cellbender-cuda-base-image",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T19:19:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df9de259a2f3780fead61c3d5a9f54ead465331b",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-02T17:55:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be2d407a662ab8cd40789c17d9d5eb4c8db6a1e9",
          "body": null,
          "is_bot": false,
          "headline": "Upgrading PyTorch version",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T17:27:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d61f56a522e74fbe79619c84cbc617dca01f92ab",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-02T15:08:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "094cf975d71e94fc172e24b3022386d45cad52d3",
          "body": null,
          "is_bot": false,
          "headline": "Adding pyro-ppl to pip install to fix checkpoint bug",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T14:39:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1d1167033f6e18790ce51dd85ac9d469c136e0f",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-02T06:41:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e364c02020e22cdb95955fc2845e4e8d5684ea4",
          "body": null,
          "is_bot": false,
          "headline": "Adding explicit install of numpy to cellbender Dockerfiles",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T06:09:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fe65b3365dcf31e670cefd81795fdacd1d2ecc9",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-02T05:47:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0f542686df9012a38ee80c672e623a780eb68a6d",
          "body": null,
          "is_bot": false,
          "headline": "Pinning the pip upgrade version",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T05:26:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4971e7307289aae661982f2c83c22617db6b84f",
          "body": null,
          "is_bot": false,
          "headline": "Fixing cellbender command line installation",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T05:16:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8734f116d990fc0bcfd66a3985421b6b1d8feb17",
          "body": null,
          "is_bot": false,
          "headline": "Trying again with the NVIDIA CUDA image as the base image for cellbender",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T03:07:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b9d0e06d6212108bd33d25c803b058644ee5205",
          "body": null,
          "is_bot": false,
          "headline": "Reverting changes to cellbender image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T02:53:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9fba7f0a96b77d0ac6bfc264c8a4066efc9e52b",
          "body": null,
          "is_bot": false,
          "headline": "Fix cellbender GPU compatibility with older NVIDIA hardware",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-02T01:42:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a35e6f87b7b0c84642e1d691c304e8f72f104af",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-01T19:08:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ffc653b68085314c21652dc2cf015609a0831ddd",
          "body": null,
          "is_bot": false,
          "headline": "Adding guidance around base image selection for GPU-centric images",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-01T18:43:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b7803d73d3aa17239e7435d0062d4e4bdb8d52d",
          "body": null,
          "is_bot": false,
          "headline": "Switching cellbender to an NVIDIA CUDA base image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-07-01T18:42:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abd6906746c03adbfd250a3c6fe88f375e1d908f",
          "body": "Adding initial draft of agentic framework",
          "is_bot": false,
          "headline": "Merge pull request #366 from getwilds/add-agents-md",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-06-30T19:35:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "809d59154c437db246047b1c9323fcf688b213cc",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-30T18:18:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8061ce7ea92334b21184bdeff83b4b1d16597d69",
          "body": "Adding initial version of CellBender WILDS Docker image",
          "is_bot": false,
          "headline": "Merge pull request #367 from getwilds/add-cellbender",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-06-30T17:10:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de1a500468a31570cbc6ac1611ae8960e79f11f1",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-24T23:49:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed3524d62964799173e5449390ef9ad2fa798591",
          "body": null,
          "is_bot": false,
          "headline": "Switching branch references to \"main\"",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T22:42:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "351a86b327fbc4e41df638fa22540be1c5a652c8",
          "body": "…cker-library into add-cellbender",
          "is_bot": false,
          "headline": "Merge branch 'add-cellbender' of https://github.com/getwilds/wilds-do…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T22:37:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c063ad1ca3d30370aea50b7d6e21e63f4937140",
          "body": "…s released",
          "is_bot": false,
          "headline": "Installing CellBender directly from GitHub main branch until v0.3.3 i…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T22:37:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "596520de3c1f5c2c11a46edcf16d6007f07f6a4b",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-24T22:21:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39a4fd3498bbbed62a4aec0a4be29143dba1d90f",
          "body": null,
          "is_bot": false,
          "headline": "Pin numpy<2.0 to fix ABI incompatibility with torch==2.0.1",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T21:19:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d584dae0556b3cfa33a87a43f2fe331211ceb2e0",
          "body": "…cker-library into add-cellbender",
          "is_bot": false,
          "headline": "Merge branch 'add-cellbender' of https://github.com/getwilds/wilds-do…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T20:17:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a73e2f6f346af261faa917b34b9a87679e33fe3",
          "body": null,
          "is_bot": false,
          "headline": "Pin torch==2.0.1 to fix weakref checkpoint bug",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T20:17:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8936504302568ece0b925043e014a68dfd8a38a",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-24T19:24:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc4fbc6e77b513f2d107a82a4eaf060bab8b0563",
          "body": "…cker-library into add-cellbender",
          "is_bot": false,
          "headline": "Merge branch 'add-cellbender' of https://github.com/getwilds/wilds-do…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T18:12:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "012c84f772b588c2b0cb391cb2ff46c4a745aac9",
          "body": null,
          "is_bot": false,
          "headline": "Downgrading to Python 3.11 in CellBender to fix PyTorch issue",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T18:11:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3cc061b0b2968d49da788a302aadc64aaaa3d89",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-24T03:11:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7442bbdbe2f620e16723b455eeb2c0bcf25a3782",
          "body": null,
          "is_bot": false,
          "headline": "Adding initial version of CellBender WILDS Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-24T02:04:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de4c48b2a5f8d27c47d998116a066e1c25aab070",
          "body": "…README and CONTRIBUTING files",
          "is_bot": false,
          "headline": "Adding initial draft of agentic framework and disclaimer/guidance on …",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-06-23T21:21:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f50e09e1e9e6dc854f5ad12fb906b2937264c207",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-10T17:33:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5aa9e412f54de70e6a61be1444a7a0017d1cdf81",
          "body": "Adding initial version of `mosdepth` WILDS Docker image",
          "is_bot": false,
          "headline": "Merge pull request #363 from getwilds/add-mosdepth",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-06-10T17:31:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13a76aeccae3786e555d0f89387c6d220fae65f4",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-30T02:36:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "113b8614addb655325fd6996816720d4e5b7d31e",
          "body": "Restricting the Seurat image to AMD64 only",
          "is_bot": false,
          "headline": "Merge pull request #365 from getwilds/seurat-amd64-only",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-30T02:04:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09cfda7ffb41958860f09a10dfa0d483c19f47ab",
          "body": null,
          "is_bot": false,
          "headline": "Restricting the Seurat image to AMD64 only",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-30T01:52:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e57e21fa00ad1f5bd574c5c6376656c51bb030a",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-27T19:21:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f20fbaf499455bac088c05d3cd4ae60c080de85",
          "body": "Adding lexical/semantic eval tools to Ollama Docker image",
          "is_bot": false,
          "headline": "Merge pull request #364 from getwilds/add-eval-deps-ollama",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-27T18:16:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c91c90b3ddf67a4615bd398a6d397fb330fecbb",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-27T17:21:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acad2ea1b6c824aea4e580459d459805794fb9d9",
          "body": "…lds-docker-library into add-eval-deps-ollama",
          "is_bot": false,
          "headline": "Merge branch 'add-eval-deps-ollama' of https://github.com/getwilds/wi…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-27T16:14:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d8dd8198e3458937769bd96cf85c0fda70bfd37",
          "body": null,
          "is_bot": false,
          "headline": "Removing HuggingFaceEmbedding from Ollama image, no longer needed",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-27T16:13:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c2c32b2b7ba0c68ecf97a1a78c16bc3d3d72590",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-26T20:12:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "006f244b72952f3a825ae4b96a66e5a61eae7fc4",
          "body": "…lds-docker-library into add-eval-deps-ollama",
          "is_bot": false,
          "headline": "Merge branch 'add-eval-deps-ollama' of https://github.com/getwilds/wi…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-26T18:51:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd63b2a253b316a54e6d5e887d86c49c276247c6",
          "body": null,
          "is_bot": false,
          "headline": "Moving HuggingFace cache to readable location",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-26T18:51:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "56dd7eb447b1b4fb2c4a914e4b08a22ae51f7841",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-26T17:52:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e08c045ea06e8306c3fdbf4ccfabf7c73c0326fc",
          "body": "…lds-docker-library into add-eval-deps-ollama",
          "is_bot": false,
          "headline": "Merge branch 'add-eval-deps-ollama' of https://github.com/getwilds/wi…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-26T16:21:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8db942d230875ee9187d461b38a883becf79790b",
          "body": null,
          "is_bot": false,
          "headline": "Including sentence transformer model in Ollama Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-26T16:21:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5c6bfdb7c0ecb0ce8c63045c062147b612bf444",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-22T19:21:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5aad5656952434d92fb3558adae7e3ebe343e7f3",
          "body": null,
          "is_bot": false,
          "headline": "Adding lexical/semantic eval tools to Ollama Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-22T18:06:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e00ca343b646914324c3b3bf36a9df52760358dc",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-21T23:00:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "542d52054ef4379742ec7628f825850a7e96f61c",
          "body": null,
          "is_bot": false,
          "headline": "Adding mosdepth to the AMD64-only list",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-21T22:55:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ed7a0beadd995f1308c5e3e800e6f6fd7a8a349",
          "body": null,
          "is_bot": false,
          "headline": "Adding initial version of mosdepth WILDS Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-21T22:53:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "84f7af1dbc414ef6307624a6bfa5ef18a5722433",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-21T20:50:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1c071351b381b57022664ec014595317e2c8383",
          "body": null,
          "is_bot": false,
          "headline": "Fixing hadolint warning in ollama Dockerfile",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-21T18:53:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b8a4f6186553df405e8741250e1c01ac53216efe",
          "body": "Adding chromadb Python package to `ollama` WILDS Docker image",
          "is_bot": false,
          "headline": "Merge pull request #362 from getwilds/add-chroma-to-ollama",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-21T18:49:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a92c7efba014ce5f2ef5b6467e39c99e5acedb3e",
          "body": "Co-authored-by: Emma Bishop <46635347+emjbishop@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update ollama/README.md",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-21T18:49:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b45739579d2fe59acdc80bf7fdfa87f5c95349cd",
          "body": "…lds-docker-library into add-chroma-to-ollama",
          "is_bot": false,
          "headline": "Merge branch 'add-chroma-to-ollama' of https://github.com/getwilds/wi…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-21T18:42:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0ee09eff6e37e903967b5fdded91a7ceff05af4",
          "body": null,
          "is_bot": false,
          "headline": "Adding git to Ollama image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-21T18:42:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "955487fe491bd758d4520f749062b4d8e035b4d7",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-14T02:14:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f41ef91d6169105d4ee1182dc7b2e0dcdf93645",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-14T00:57:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "faca2fd2106d90a1796cf6c58abd25e21a9214bb",
          "body": null,
          "is_bot": false,
          "headline": "Adding chromadb Python package to ollama WILDS Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-14T00:53:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0ef61340b4e09a047f358253c0c3fbf7b1186c0",
          "body": "Adding initial version of lua WILDS Docker image",
          "is_bot": false,
          "headline": "Merge pull request #358 from getwilds/add-lua",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-14T00:50:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c997e74cad2f95e024bc8530b0ec3885dd32e8fe",
          "body": null,
          "is_bot": false,
          "headline": "Reframing lmod as a primary use of lua, but not the only use",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-14T00:41:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6236040cba1f7db4bd0fe1c604e0bf7a95a67ad2",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-13T17:41:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fc6028b10ecb3205e34f6db2e2e75695f295db1",
          "body": "Adding OpenCode to Ollama WILDS Docker image",
          "is_bot": false,
          "headline": "Merge pull request #359 from getwilds/add-opencode-to-ollama",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-13T17:27:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8c3a6c27c76947e254c246411171031af7ccb2f",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-08T23:18:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c385c77a71a05b35943bae6c828acde491f8032c",
          "body": "Adding initial draft of python-utils WILDS Docker image",
          "is_bot": false,
          "headline": "Merge pull request #354 from getwilds/add-python-utils",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-08T23:02:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c232aee721ce784578a887ef5d01f0f2186d02d4",
          "body": "Scaling back the deseq2 image to necessary packages",
          "is_bot": false,
          "headline": "Merge pull request #355 from getwilds/scale-back-deseq2",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-08T23:01:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7546293af3e8a882ad659d835d98cb99a807dabe",
          "body": "Addition of Seurat docker image",
          "is_bot": false,
          "headline": "Merge pull request #361 from getwilds/add-seurat-image",
          "author_name": "Emma Bishop",
          "author_login": "emjbishop",
          "committed_at": "2026-05-08T23:01:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5aa1f72ac34ba904610e9936c2f45f5165d834d0",
          "body": "Adding `samtools` to the `umitools` WILDS Docker image",
          "is_bot": false,
          "headline": "Merge pull request #357 from getwilds/umitools-add-samtools",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-05-08T23:01:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d513f226a43b048b900c814ddc59a913d48bae74",
          "body": null,
          "is_bot": false,
          "headline": "Fix typo for mito gene names",
          "author_name": "emjbishop",
          "author_login": "emjbishop",
          "committed_at": "2026-05-08T22:22:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11bc64e937ce9d341f1c5be292193bccae21ec0f",
          "body": null,
          "is_bot": false,
          "headline": "Initial commit of seurat docker image",
          "author_name": "emjbishop",
          "author_login": "emjbishop",
          "committed_at": "2026-05-08T21:59:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c821e1146b732c2f51aebe371501526e91716e4",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-06T23:41:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a89c6202be4be3939c1a5713f647c0a481298501",
          "body": null,
          "is_bot": false,
          "headline": "Adding OpenCode to Ollama WILDS Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-06T23:27:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "021a1b04a4eb738f654af29458d193a2f9fcb518",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-05T17:21:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1f212161fe27d089711e572732c338a96927a97",
          "body": null,
          "is_bot": false,
          "headline": "Switching lua Docker image from 5.4 to 5.3",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-05T17:10:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ab3ad6db633c0394011cec08a04a65d82e65c59",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-05T15:50:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ee945de22e7e7b66982ea0ef2c01fe368463f69",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-05-05T02:28:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f80cb4b22ab7486cf219d0e83e034408c668564",
          "body": null,
          "is_bot": false,
          "headline": "Adding initial version of lua WILDS Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-05-05T02:18:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5da8863188a902613a59139f0a3d3cf497f488cb",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-04-30T01:13:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6ed7c4c1647ccc2a33fc9c183775c70d97a7e2c",
          "body": null,
          "is_bot": false,
          "headline": "Adding samtools to the umitools WILDS Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-04-30T00:15:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d54b6b4a6e97904534cd763e8a7d639d9f545cf9",
          "body": null,
          "is_bot": false,
          "headline": "Scaling back the deseq2 image to necessary packages",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-04-28T06:46:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0cd94a730229bb25e810bee5ed187f61c64c801",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-04-24T22:39:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20fea6a65ece5eb17b1e6e29f3cc3d721d2aa66b",
          "body": "…docker-library into add-python-utils",
          "is_bot": false,
          "headline": "Merge branch 'add-python-utils' of https://github.com/getwilds/wilds-…",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-04-24T22:20:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d60d36f88ef254c36b5110d411a252b21d3fd10a",
          "body": null,
          "is_bot": false,
          "headline": "Adding curl to python-utils",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-04-24T22:19:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f69839343bed132240430465f25f3992e74c3e9d",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-04-24T21:04:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bf3579ef861eb1ef26ad45725d9cddd1bafa9e4",
          "body": null,
          "is_bot": false,
          "headline": "Adding git to python-utils",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-04-24T20:46:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "73b266057e0b6b656f1f3e17ada4e852ede634b3",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-04-24T20:40:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d90d04baf49ec26e876ac0201f78d0c870db7b90",
          "body": null,
          "is_bot": false,
          "headline": "Adding initial draft of python-utils WILDS Docker image",
          "author_name": "tefirman",
          "author_login": "tefirman",
          "committed_at": "2026-04-24T20:22:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "399e5d007a57814abfe5732bff4f98ac48ea9c2c",
          "body": null,
          "is_bot": true,
          "headline": "Update vulnerability reports [skip ci]",
          "author_name": "WILDS Docker Library Automation[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-04-24T17:30:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5bfaa9b1193b010d9219d9ea321027cc6b46e0f6",
          "body": "Switching Sprocket to pre-built binaries in `ollama` image",
          "is_bot": false,
          "headline": "Merge pull request #353 from getwilds/fix-ollama",
          "author_name": "Taylor Firman",
          "author_login": "tefirman",
          "committed_at": "2026-04-24T17:17:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 2,
      "commits_last_year": 621,
      "latest_release_at": "2026-07-15T18:39:53Z",
      "latest_release_tag": "v0.2.0",
      "releases_from_tags": false,
      "days_since_last_push": 6,
      "active_weeks_last_year": 46,
      "days_since_latest_release": 13,
      "mean_days_between_releases": 156.9
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": true,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 3,
      "stars": 7,
      "watchers": 0,
      "fork_history": {
        "days": [
          {
            "date": "2024-04-30",
            "count": 1
          },
          {
            "date": "2025-01-24",
            "count": 1
          },
          {
            "date": "2025-03-26",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 3,
        "total_forks": 3
      },
      "star_history": null,
      "open_issues_and_prs": 5
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 24551,
      "source_files_sampled": 5,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "AGENTS.md"
      ],
      "agent_instruction_max_bytes": 3422
    },
    "dependencies": {
      "manifests": [],
      "advisories": {
        "error": "No resolved dependencies to assess",
        "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": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [],
        "collected": true,
        "truncated": false,
        "total_count": 0,
        "direct_count": 0,
        "indirect_count": 0
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 1,
        "merged_prs": 205,
        "open_issues": 4,
        "closed_ratio": 0.952,
        "closed_issues": 79,
        "closed_unmerged_prs": 6
      },
      "bus_factor": 1,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "tefirman",
          "commits": 997,
          "avatar_url": "https://avatars.githubusercontent.com/u/37599954?v=4"
        },
        {
          "type": "User",
          "login": "emjbishop",
          "commits": 33,
          "avatar_url": "https://avatars.githubusercontent.com/u/46635347?v=4"
        },
        {
          "type": "User",
          "login": "actions-user",
          "commits": 30,
          "avatar_url": "https://avatars.githubusercontent.com/u/65916846?v=4"
        },
        {
          "type": "User",
          "login": "salernos",
          "commits": 14,
          "avatar_url": "https://avatars.githubusercontent.com/u/20541789?v=4"
        },
        {
          "type": "User",
          "login": "Sanaz01",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/46236640?v=4"
        }
      ],
      "contributors_sampled": 5,
      "top_contributor_share": 0.918
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": false,
      "ci_workflows": [
        "docker-scout.yml",
        "docker-update.yml",
        "dockerfile-linting.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "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": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 5,
            "reason": "2 out of 4 merged PRs checked by a CI test -- score normalized to 5",
            "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": 4,
            "reason": "Found 4/10 approved changesets -- score normalized to 4",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 7 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 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": 10,
            "reason": "SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not 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": "518c74c9f0eb21aacacd09f7276723967da41cb4",
        "ran_at": "2026-07-29T08:48:32Z",
        "aggregate_score": 5.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-15T19:02:24Z",
      "oldest_open_prs": [
        {
          "number": 371,
          "created_at": "2026-07-23T02:45:58Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-15T15:41:07Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 144,
          "created_at": "2024-12-06T03:39:47Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 310,
          "created_at": "2025-12-16T21:52:55Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 356,
          "created_at": "2026-04-28T17:50:56Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 369,
          "created_at": "2026-07-15T13:22:26Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/getwilds/wilds-docker-library",
    "host": "github.com",
    "name": "wilds-docker-library",
    "owner": "getwilds"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 62,
      "inputs": {
        "security": 55,
        "vitality": 91,
        "community": 55,
        "governance": 56,
        "engineering": 50
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 91,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "commits_last_year": 621,
              "human_commit_share": 0.67,
              "days_since_last_push": 6,
              "active_weeks_last_year": 46
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 6 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "46/52 weeks with commits",
                "points": 31.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 46
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "621 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 621
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "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": 84,
            "inputs": {
              "releases_count": 2,
              "latest_release_tag": "v0.2.0",
              "releases_from_tags": false,
              "days_since_latest_release": 13,
              "mean_days_between_releases": 156.9
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "2 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 13 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 13
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~156.9 days",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 156.9
                    }
                  }
                ],
                "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": "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,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 13,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 13 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 13
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 55,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "forks": 3,
              "stars": 7,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "7 stars",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3 forks",
                "points": 2.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": true,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 7.2,
                "status": "met",
                "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": "moderate",
        "name": "Sustainability & Governance",
        "value": 56,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 28,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.918
            },
            "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 92% of commits",
                "points": 1.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 92
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 7 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "merged_prs": 205,
              "open_issues": 4,
              "closed_issues": 79,
              "issue_closed_ratio": 0.952,
              "closed_unmerged_prs": 6
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "95% of issues closed",
                "points": 44.5,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 95
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "205/211 decided PRs merged",
                "points": 37.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 205,
                      "decided": 211
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 4/10 approved changesets -- score normalized to 4",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "followers": 35,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "getwilds",
              "public_repos": 32,
              "account_age_days": 1077
            },
            "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": "35 followers of getwilds",
                "points": 11.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 35,
                      "login": "getwilds"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "32 public repos, account ~2 yr old",
                "points": 17,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 32
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 2
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 50,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "at_risk",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "has_ci": true,
              "has_tests": false,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "2 out of 4 merged PRs checked by a CI test -- score normalized to 5",
                "points": 10,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "containers",
                "wilds-docker"
              ],
              "has_wiki": true,
              "homepage": "https://hub.docker.com/u/getwilds",
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://hub.docker.com/u/getwilds",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "2 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": "moderate",
        "name": "Security",
        "value": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "2 out of 4 merged PRs checked by a CI test -- score normalized to 5",
                "points": 1.2,
                "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 4/10 approved changesets -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 7 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": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "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",
                "points": 5,
                "status": "met",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 38,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.224,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 3422
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "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": "15 of 67 human commits state their intent (structured subject or explanatory body)",
                "points": 11.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 15,
                      "sampled": 67
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 18,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "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": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Dockerfile",
              "largest_source_bytes": 24551,
              "source_files_sampled": 5,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Dockerfile without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Dockerfile"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/5 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 5,
                      "oversized": 0
                    }
                  }
                ],
                "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T08:49:40.555269Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/getwilds/wilds-docker-library.svg",
  "full_name": "getwilds/wilds-docker-library",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

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

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken.