Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-26 02:25 UTC

zooniverse / panoptes-python-client

PythonApache-2.0★ 32 Sterne⑂ 26 Forksseit Juni 2016Auf GitHub ansehen ↗

zooniverse/panoptes-python-client erreicht einen Gesundheitsindex von 55 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Sustainability & Governance (66/100) ab, am schwächsten bei Vitality (26/100). Zuletzt vor 100 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

55
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.

55
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

ZooniverseOrganisation
93 Follower374 öffentliche Reposseit Juli 2009

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIpanoptes_client1.7.1-26vor 396 Tagen

Metriken nach Kategorie

Vitalität

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

26Kritisch · 22 % des Gesamtindex
Wie die Bewertung erfolgt
9.9/36Push-Aktualität — letzter Push vor 100 Tagen
1.4/36Commit-Rhythmus — 2/52 Wochen mit Commits
4.3/18Commit-Volumen — 2 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0
Verwendete Eingangsdaten
commits_last_year2
human_commit_share0,98
days_since_last_push100
active_weeks_last_year2

Release-Disziplin

40Gefährdet
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 4 Releases veröffentlicht
7.2/36Release-Aktualität — letztes Release vor 396 Tagen
5.4/27Release-Rhythmus — ein Release etwa alle 368 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count4
latest_release_tagv1.7.1
releases_from_tagsnein
days_since_latest_release396
mean_days_between_releases368

Community & Verbreitung

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

62Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
24.2/60Stars — 32 Stars
11.7/25Forks — 26 Forks
6.4/15Watcher — 15 Watcher
Verwendete Eingangsdaten
forks26
stars32
watchers15
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

66Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
9.6/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 57 % der Commits
13.5/13.5Breite der Beitragenden — 17 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor1
contributors_sampled17
top_contributor_share0,575
Wie die Bewertung erfolgt
35.4/46.8Issue-Lösungsquote — 76 % der Issues geschlossen
35.4/38.3PR-Annahme — 213/230 entschiedene PRs gemergt
12/15OpenSSF Scorecard: Code-Review — Found 14/17 approved changesets -- score normalized to 8
Verwendete Eingangsdaten
merged_prs213
open_issues25
closed_issues78
issue_closed_ratio0,757
closed_unmerged_prs17
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
14.2/25Reichweite des Inhabers — 93 Follower von zooniverse
25/25Kontohistorie — 374 öffentliche Repos, Kontoalter ca. 17 Jahre
Verwendete Eingangsdaten
followers93
owner_typeOrganization
is_verified
owner_loginzooniverse
public_repos374
account_age_days6.214
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
14/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 396 Tagen
20/20Versionshistorie — 26 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespanoptes_client
ecosystemspypi
any_deprecatednein
min_days_since_publish396

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

60Mittel · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 4 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
2/20OpenSSF Scorecard: CI-Tests — 3 out of 17 merged PRs checked by a CI test -- score normalized to 1
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
0/10Repository-Beschreibung
10/10Topics — 3 Topics
10/10Wiki
Verwendete Eingangsdaten
topicspython, hacktoberfest, client
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionnein

Sicherheit

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

63Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
0.2/2.5CI-Tests — 3 out of 17 merged PRs checked by a CI test -- score normalized to 1
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6/7.5Code-Review — Found 14/17 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
0/7.5Maintained — 0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3.5/5SAST — SAST tool detected but not run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5,4
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages9
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:panoptes_client@1.7.1 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 9 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

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

45Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
22.9/40Lesbare Commit-Historie — 42 von 98 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,429
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — docs/Makefile
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
8/8Automatisierte Wartung — 2 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_filesdocs/Makefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0,02
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/34 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes33.607
source_files_sampled34
oversized_source_files0

Eckdaten

32GitHub-Sterne
17Mitwirkende
2Commits, letzte 12 Monate
100Tage seit letztem Push
4Releases
1Bus-Faktor
25offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

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

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 26 ⇿
0Sterne
26Forks
3Releases

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.

0510152025302632016-072020-072024-08
Major 0Minor 2Patch 1

Jeder Punkt umfasst 8 Tage.

OpenSSF Scorecard 5.4 / 10
5.4Gesamtwert

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 · 2026-07-26 02:24 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
1CI-Tests3 out of 17 merged PRs checked by a CI test -- score normalized to 1
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 14/17 approved changesets -- score normalized to 8
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
7SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Alle Abhängigkeiten 4

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 4 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIpython-magicindirekt
PyPIredoindirekt
PyPIrequestsindirekt
PyPIsixindirekt
Abhängigkeits-Advisories 0

Die Installation von pypi:panoptes_client@1.7.1 zieht 9 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

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

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "python",
        "hacktoberfest",
        "client"
      ],
      "is_fork": false,
      "size_kb": 617,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 155810
      },
      "pushed_at": "2026-04-16T03:31:47Z",
      "created_at": "2016-06-10T07:54:36Z",
      "owner_type": "Organization",
      "updated_at": "2025-12-29T18:25:39Z",
      "description": null,
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "master",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://www.zooniverse.org",
      "name": "Zooniverse",
      "type": "Organization",
      "login": "zooniverse",
      "company": null,
      "location": "Everywhere!",
      "followers": 93,
      "avatar_url": "https://avatars.githubusercontent.com/u/106856?v=4",
      "created_at": "2009-07-20T13:21:55Z",
      "is_verified": null,
      "public_repos": 374,
      "account_age_days": 6214
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.7.1",
          "kind": "patch",
          "published_at": "2025-06-24T21:25:21Z"
        },
        {
          "tag": "v1.6.2",
          "kind": "patch",
          "published_at": "2024-06-11T18:36:16Z"
        },
        {
          "tag": "v1.6.0",
          "kind": "minor",
          "published_at": "2022-12-02T00:41:49Z"
        },
        {
          "tag": "v1.5.0",
          "kind": "minor",
          "published_at": "2022-06-16T22:08:11Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "22c14bf8e9d0c902a30d9c1158cd6d9b4e070f6c",
          "body": "* Drop support for Python 2 and remove dependency on future.\n\n* Update README to reference removal of Python 2 support.\n\n---------\n\nCo-authored-by: Cliff Johnson <cliff@zooniverse.org>\nCo-authored-by: yuenmichelle1 <michelle.dano.yuen@gmail.com>",
          "is_bot": false,
          "headline": "Drop support for Python 2 and remove dependency on future (#330)",
          "author_name": "Adam McMaster",
          "author_login": "adammcmaster",
          "committed_at": "2025-12-29T18:25:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "78b1cea1f920be63da73b3d0108f962bff7ccc00",
          "body": "* add_attached_images\n\n* WIP update save attached_image with option to async save\n\nWIP: for some reason when utilizing threading, logged in client does not persist among threads. added a client parameter to post to /attached_media route and private _save_attached_image so logged in client can bubble\n[…]\nts on examples in doc strings\n\n* update content type on private method to keyword arg (updating calls to changed method to match order)\n\n---------\n\nCo-authored-by: Cliff Johnson <cliff@zooniverse.org>",
          "is_bot": false,
          "headline": "Upload Subject Attached Media (#331)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2025-11-03T18:14:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "813351b6a9070e8db7620eca63f0e44c8422755a",
          "body": "Release v1.7.1",
          "is_bot": false,
          "headline": "Merge pull request #329 from zooniverse/release-1.7.1",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2025-06-24T21:12:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dcc2e3e5cef1cbe133829ebf2b4cfd0f55e9b977",
          "body": null,
          "is_bot": false,
          "headline": "Release 1.7.1",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2025-06-24T21:10:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d70def6c7a95953e7eba0bc0712c6cf78316aefd",
          "body": "BatchAgg Edits: May 2025",
          "is_bot": false,
          "headline": "Merge pull request #328 from zooniverse/edit-batch-agg",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2025-06-20T21:28:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "575af6640208aef7904e9db4b5b1941ca51de00a",
          "body": null,
          "is_bot": false,
          "headline": "edit docs re non-image media uploads based on PR 321",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-29T18:53:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab8ce1ebb6cc0ee89180a5e2878e2c26d5efcac0",
          "body": null,
          "is_bot": false,
          "headline": "tweak docs",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-29T18:03:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f36da6d7f4d594c1c3b0b4558c875b5fedd888f",
          "body": null,
          "is_bot": false,
          "headline": "edit batchagg func name, update URLs for two-container setup",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-29T08:00:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1da7fa5549c6f0eba26db53387d872e3a4c6ff7e",
          "body": null,
          "is_bot": false,
          "headline": "edit doc strings for batch agg methods on workflow",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-25T06:05:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb6c2295e1ce8f8495e82274e8bab4741244b68f",
          "body": null,
          "is_bot": false,
          "headline": "add batch aggregation to user guide",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-25T06:04:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4db91a8b289c8184c22362759d182702d9978e1",
          "body": null,
          "is_bot": false,
          "headline": "revise existing export docs",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-25T05:06:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aab046374f6749d415dce4af396b3047e8b166a8",
          "body": "…x import",
          "is_bot": false,
          "headline": "change print to logging.info, configure logging to show info, drop si…",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-24T21:48:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00f72ad2eae3e0ba661f57dc148cec54a012c73a",
          "body": null,
          "is_bot": false,
          "headline": "fixed and added tests",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-24T21:33:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "296750a0beb53b093e21a649642f20214d80db73",
          "body": null,
          "is_bot": false,
          "headline": "hound fixes",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-23T17:58:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5c4284525a9c21af44b652700475e1219d04c24",
          "body": null,
          "is_bot": false,
          "headline": "use User.me() to default to logged in user_id for run_aggregation()",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-23T17:38:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79a4ebe10da1cb179fbf1138d1e513285ed8076e",
          "body": "…ious use",
          "is_bot": false,
          "headline": "change get_batch_aggregation to return Aggregation, refactor its prev…",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-23T17:31:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24ecf52567d235d586e433919de09268314b7d7b",
          "body": null,
          "is_bot": false,
          "headline": "fix batchagg links",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2025-05-22T22:21:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85a20a808ea55767c3cefa675b7f7ef423b9bcf3",
          "body": "* track logged in user and fix ordering of login during init\n\n* add me() convenience function to instanitiate User for logged in account\n\n* add import\n\n* add docs",
          "is_bot": false,
          "headline": "Track logged-in user, add convenience functions (#323)",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2025-04-02T14:53:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d6d9568398962e6cf3e82b47ef00dab2318ccfb7",
          "body": "* update changelog and bump version\n\n* use major version\n\n* use major version",
          "is_bot": false,
          "headline": "update changelog and bump version (#322)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2025-03-07T19:30:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "195a27547acf7e3adcbc4dfe0aac507ff55f37ed",
          "body": "…r subject locations (#321)\n\n* add MIME type assignment and improve MIME typing on auto detection for subject locations\n\n* hound cleanups\n\n* use ALLOWED_MIME_TYPES, pr review changes",
          "is_bot": false,
          "headline": "add MIME type assignment and improve MIME typing on auto detection fo…",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2025-03-07T15:57:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1962b46b3a2db377c15700f2e1abe5d6bbb26c1b",
          "body": "* implemet batch aggregation calls on workflow. With tests\r\n\r\n* hound fixes\r\n\r\n* fix failing test\r\n\r\n* refactor logic to use PanoptesObject and add tests\r\n\r\n* clean hound sniffs\r\n\r\n* remove set_attr usage\r\n\r\n* remove unanted mock result\r\n\r\n* remove declared next variable",
          "is_bot": false,
          "headline": "implemet batch aggregation on the client (#318)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-09-20T10:03:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5439dc19dd2af01e92fbc9945bab5e36a581b31",
          "body": "* paginate response from project preference fetch_settings\r\n\r\n* edit docs: examples using ResultPaginator\r\n\r\n---------\r\n\r\nCo-authored-by: lcjohnso <lcj@northwestern.edu>",
          "is_bot": false,
          "headline": "paginate response from project preference fetch_settings (#317)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-08-12T08:24:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c943cdc32d2b7be71af3979e1fa48e1bd272ea4c",
          "body": null,
          "is_bot": false,
          "headline": "replace pkg_resources with importlib.metadata (#316)",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2024-08-09T19:20:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f32c945ac35270f1a7332051e0bc37c9753c8e60",
          "body": "* Update CHANGELOG.md\r\n\r\nAdd change log details\r\n\r\n* Update setup.py",
          "is_bot": false,
          "headline": "Update CHANGELOG.md (#315)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-06-11T18:28:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bd0f536fe7571dd4ee3ea7ba1dfe1ebc9baea4c",
          "body": "Remove fail_on_warning on readthedocs",
          "is_bot": false,
          "headline": "Update .readthedocs.yaml (#314)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-06-11T17:58:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2976f52215120cf50429634f942e605641ae3de",
          "body": "* add readthedocs.yaml file\r\n\r\n* add build to readthedocs yaml\r\n\r\n* modify readthedocs yaml",
          "is_bot": false,
          "headline": "Readthedocs build (#313)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-06-11T17:54:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3857058289ef81cf96ad89e41f769a4ee5de6622",
          "body": "* add readthedocs.yaml file\r\n\r\n* add build to readthedocs yaml",
          "is_bot": false,
          "headline": "Readthedocs build (#312)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-06-11T17:35:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fca320ddc477c17aa2fa4026f4b8547b73d4efb2",
          "body": null,
          "is_bot": false,
          "headline": "add readthedocs.yaml file (#311)",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-06-11T17:30:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c418b3f2176d5c720c41d0ae3a4e29019f64c80c",
          "body": "* for subject set: add compare current vs orig for metadata, add to modified_attributes if diff\r\n\r\n* edit SubjectSet.save docstring\r\n\r\n* correct SubjectSet test for metadata\r\n\r\n* remove unnecessary metadata assignment to None\r\n\r\n* for subjects, too: remove unnecessary metadata assignment to None\r\n\r\nUsing the same behavior we implemented for SubjectSet, we are removing the else clause that would set _original_metadata to None in favor of allowing init() to set it to an empty dict.",
          "is_bot": false,
          "headline": "Add support for SubjectSet metadata as editable attribute (#303)",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2024-06-11T17:16:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "daf834b82cf054039b6e6b776ebb45f3213d1da0",
          "body": "…amples (#310)\n\n* modify user guide to have Projec t copier and Data exports in other examples\r\n\r\n* modify formatting\r\n\r\n* modify formatting\r\n\r\n* make sub headings bold\r\n\r\n* add iNaturalist Imports",
          "is_bot": false,
          "headline": "modify user guide to have Project copier and Data exports in other ex…",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-06-10T18:49:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d646c1a67bba8b2e7e5b0001e8b22212ab4ef2ca",
          "body": "…tion\n\nadd extra documentation on requirrements for project copy",
          "is_bot": false,
          "headline": "Merge pull request #308 from zooniverse/update-project-copy-documenta…",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-05-22T17:46:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "979476b31e87a21f0ee1f24e04cab65aae9d8954",
          "body": "Co-authored-by: Cliff Johnson <cliff@zooniverse.org>",
          "is_bot": false,
          "headline": "Update panoptes_client/project.py",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-05-22T17:45:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2aea48b708334fba3c516db076a1ccd2e97f2b78",
          "body": null,
          "is_bot": false,
          "headline": "add extra documentation on requirrements for project copy",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-05-20T17:18:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09ffe42aed7fe77ca3c577a0cdd30a81290c8f6e",
          "body": "* update caesar.py to respect panoptes connected endpoints when connecting to panoptes first\r\n\r\n* update caesar.py so that it does not use _local of Panoptes",
          "is_bot": false,
          "headline": "Caesar connect respect connection env (#307)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2024-04-16T16:36:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d23d2b7e8a0836ec31f1148da742c97e5b56bf90",
          "body": "implement fetch_settings to project_preferences class",
          "is_bot": false,
          "headline": "Merge pull request #306 from zooniverse/UPP-fetch_settings",
          "author_name": "Oluwatoyosi Oyegoke",
          "author_login": "Tooyosi",
          "committed_at": "2024-03-03T14:58:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "063998f6ba02545bbf32b3b93e4252aaff8fd0e5",
          "body": null,
          "is_bot": false,
          "headline": "edit user guide for project preferences",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2024-03-01T17:28:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd3fc3224c5486e7c9c1f9c81131058524b1d030",
          "body": null,
          "is_bot": false,
          "headline": "add more fetch_settings example",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-03-01T15:19:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a86bbeb55fb32b44fcb6a4aec3da20b36650f6d4",
          "body": null,
          "is_bot": false,
          "headline": "add fetch_settings to other examples",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-03-01T15:11:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b11a9ca36134f92e723475e2d29ecee71e986589",
          "body": null,
          "is_bot": false,
          "headline": "fix issues on examples, reorder validation",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-02-27T17:01:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed9968bc861d95c387bc73bce9c97784393118fa",
          "body": null,
          "is_bot": false,
          "headline": "remove redundant text",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-02-23T17:21:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e8a2866b11835a9339228c574d67f206b036361",
          "body": null,
          "is_bot": false,
          "headline": "add doc string with exampe for ProjectPreferences fetch_settings",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-02-23T10:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b15a61105902c64f36d99735d64c73df6d8c178b",
          "body": null,
          "is_bot": false,
          "headline": "houndbot fixes",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-02-21T19:32:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d67352abb85b89412c232c5e157aa844e263417",
          "body": null,
          "is_bot": false,
          "headline": "implement fetch_settings to project_preferences class",
          "author_name": "tooyosi",
          "author_login": "Tooyosi",
          "committed_at": "2024-02-21T19:30:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9700c2bc063f53d3ad2ceaefa1499b741615a0d",
          "body": "* Remove max limit on dependency versions\r\n\r\n* fix typo",
          "is_bot": false,
          "headline": "Remove max limit on dependency versions (#302)",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2023-10-11T14:18:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09b5efcb474ac3c9bf1922adca4cbfabf06af485",
          "body": "Release: v1.6.1",
          "is_bot": false,
          "headline": "Merge pull request #300 from zooniverse/v1.6.1",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2023-07-11T18:44:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27e7649ab9ddc4d3e2386e6158b5c639ebeb0e60",
          "body": null,
          "is_bot": false,
          "headline": "Release: v1.6.1",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2023-07-11T18:36:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf5150e3096c6e5aef651a5d67fc50236551fef5",
          "body": "…nd-lt-5.2\n\nUpdate mock requirement from <4.1,>=2.0 to >=2.0,<5.2",
          "is_bot": false,
          "headline": "Merge pull request #299 from zooniverse/dependabot/pip/mock-gte-2.0-a…",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2023-07-11T18:31:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "149029922da994bb78794e29de1e96b844ce8d86",
          "body": "Updates the requirements on [mock](https://github.com/testing-cabal/mock) to permit the latest version.\n- [Changelog](https://github.com/testing-cabal/mock/blob/master/CHANGELOG.rst)\n- [Commits](https://github.com/testing-cabal/mock/compare/2.0.0...5.1.0)\n\n---\nupdated-dependencies:\n- dependency-name: mock\n  dependency-type: direct:development\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Update mock requirement from <4.1,>=2.0 to >=2.0,<5.2",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-07-11T18:25:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "665ea38ae215301fb6b5c6da82acb5bc4f8ded1d",
          "body": "Ensure LICENSE is included in source distribution",
          "is_bot": false,
          "headline": "Merge pull request #287 from bollwyvl/patch-1",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2023-07-11T18:22:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43a0e88cedc60202dd25719696795d305788a860",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into patch-1",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2023-07-11T18:18:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51b7a7df713f2b50735796166535f6fc46801cc9",
          "body": "Fixing 409 crashes",
          "is_bot": false,
          "headline": "Merge pull request #298 from ramanakumars/debug",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2023-07-11T18:15:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb6ba1523d3f35d3b80117733ad9a102dc529291",
          "body": null,
          "is_bot": false,
          "headline": "reloading subject_set before adding new subjects to prevent 409",
          "author_name": "Ramanakumar Sankar",
          "author_login": null,
          "committed_at": "2023-06-28T19:04:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b15fa36e0a41c6761c795ce90a9add6784bd9eb",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into patch-1",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2023-02-27T19:34:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b49b3c789462637fa6cb4677cbe05147dbae9d5",
          "body": "Linked to the work in https://github.com/zooniverse/caesar/pull/1374 that adds the new effect type",
          "is_bot": false,
          "headline": "add external_with_basic_auth allowed effect type (#293)",
          "author_name": "Campbell Allen",
          "author_login": "camallen",
          "committed_at": "2022-12-06T08:01:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e0e49906b6ffa8526f6d15c053d674589e8ef3f",
          "body": "* use latest python setup gh actions\r\n\r\n* cache via setup.py\r\n\r\nhttps://github.com/actions/setup-python/pull/549",
          "is_bot": false,
          "headline": "use latest python setup gh actions (#295)",
          "author_name": "Campbell Allen",
          "author_login": "camallen",
          "committed_at": "2022-12-06T07:59:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a64aa644eec5ad6203022f50ed6d4144d3496a08",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into patch-1",
          "author_name": "Nicholas Bollweg",
          "author_login": "bollwyvl",
          "committed_at": "2022-12-02T01:01:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff0d374638c5399e9847d564b034a646278ff77d",
          "body": "Release: v1.6.0",
          "is_bot": false,
          "headline": "Merge pull request #294 from zooniverse/v1.6",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-12-02T00:29:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09677155c1850c9c7cc0cfde1617dc1baa39a189",
          "body": null,
          "is_bot": false,
          "headline": "Release: v1.6.0",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-12-02T00:24:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f182fcf002f7f51d53867605f9f5cb06af30fc31",
          "body": "Add iNaturalist class & import method",
          "is_bot": false,
          "headline": "Merge pull request #289 from zooniverse/inaturalist",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-30T18:32:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "596857341dcba784d6b504670075227816f5c177",
          "body": null,
          "is_bot": false,
          "headline": "Add details to guide",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-29T22:22:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c4bb6d5f0bdfe70b2a888a766353f829a5b3166",
          "body": null,
          "is_bot": false,
          "headline": "Add details to guide",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-29T22:21:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be36f83697f379a5af96661bb98935963c387eb5",
          "body": null,
          "is_bot": false,
          "headline": "Fix URL",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-29T22:21:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51f3f8b7ff4230f1e406c82485ba54362c5f67f2",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into inaturalist",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-29T21:35:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "842c97cb5cd6fdf91ff05f700089a8740663f7aa",
          "body": "* import ML data extracts from caesar module\r\n\r\n* hound sniffs whitespace",
          "is_bot": false,
          "headline": "import ML data extracts from caesar module (#291)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2022-11-21T15:32:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad4318da0903b5d27b1a2dc9cf074daf54ac220c",
          "body": null,
          "is_bot": false,
          "headline": "Add iNat to user guide",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-10T21:23:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6024758fcc31d18984a66b9ab5c575d0ba1e5773",
          "body": null,
          "is_bot": false,
          "headline": "Return new class to init.py",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-10T21:08:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46cdb2e9aa7c04b3c8251ecc93d288e3a9547b1d",
          "body": null,
          "is_bot": false,
          "headline": "the hound is a kidder",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-04T22:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b29116ab02b0086c928a972c5c94d198c992af30",
          "body": null,
          "is_bot": false,
          "headline": "Remove dev/debug endpoints",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-04T22:08:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1254173eb71dc2e725404df331269c2417a60bc",
          "body": null,
          "is_bot": false,
          "headline": "more hound",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-04T21:13:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64b48952bdfb6eb334006e9d6e4b5d1f30e76049",
          "body": null,
          "is_bot": false,
          "headline": "Hound",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-04T21:12:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db39def8b76e77c315e931d65c92a443db4dbb03",
          "body": null,
          "is_bot": false,
          "headline": "Add two broken tests",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-04T21:07:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59ae32358dec7dcff82a6a113f573cbf8e1d6bed",
          "body": null,
          "is_bot": false,
          "headline": "Add iNaturalist query",
          "author_name": "Zach Wolfenbarger",
          "author_login": "zwolf",
          "committed_at": "2022-11-04T19:50:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82aca52d49869ef58b3d1a10e050e1538699c4da",
          "body": "bump code-ql scanner versions",
          "is_bot": false,
          "headline": "Update codeql-analysis.yml (#288)",
          "author_name": "Campbell Allen",
          "author_login": "camallen",
          "committed_at": "2022-10-12T03:32:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30d534daa9e7c199c3b37ceed5cac6403ce25eb5",
          "body": null,
          "is_bot": false,
          "headline": "Ensure LICENSE is included in source distribution",
          "author_name": "Nicholas Bollweg",
          "author_login": "bollwyvl",
          "committed_at": "2022-09-28T21:34:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da059f5e1792569393f991faf71316e902e7f95b",
          "body": "bug fix: doc links for caesar (v3)",
          "is_bot": false,
          "headline": "Merge pull request #286 from zooniverse/doc-edits-july2022-3",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-25T19:25:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8b19129c44c118b1b581339b43edd1fa7685388",
          "body": null,
          "is_bot": false,
          "headline": "fixed hound whitespace complaints",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-25T19:24:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf1d833f732ef89b7238793e0206b6ce6375ef12",
          "body": null,
          "is_bot": false,
          "headline": "edit docs strings for Caesar.py",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-25T19:18:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0c3b41475ad1d6afce33bc24c9ec74d75fda7fe",
          "body": null,
          "is_bot": false,
          "headline": "more docstring edits for workflow",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-25T19:13:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c00418a2dbf0873f613eecda1c57fae5dcba048",
          "body": null,
          "is_bot": false,
          "headline": "edit docstrings on workflow.py",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-25T18:57:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6d55a4f690d92beed7c584d75ab7d4da0bb5957",
          "body": null,
          "is_bot": false,
          "headline": "edit user_guide for example syntax",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-25T18:38:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "873eebe6bc837221d01867e2937dcbaa7e8ee38e",
          "body": null,
          "is_bot": false,
          "headline": "add docstring to Caesar class",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-25T18:23:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b4b9a8ee8ee26b6ee03d18817367616dcf7d0d4b",
          "body": "bug fix: doc links for caesar (v2)",
          "is_bot": false,
          "headline": "Merge pull request #285 from zooniverse/doc-edits-july2022-2-1",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-22T19:24:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d3948ec83126c855b01d285de19df926b5db79f",
          "body": null,
          "is_bot": false,
          "headline": "tweak docs (again)",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-22T17:07:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "089f1014dc9a6a7a8ae83df671806a3d9dafa0b7",
          "body": "bug fix: doc links for caesar",
          "is_bot": false,
          "headline": "Merge pull request #284 from zooniverse/doc-edits-july2022-2",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-22T16:08:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "219a4789298cff1a95c43de20aac50a01609d830",
          "body": null,
          "is_bot": false,
          "headline": "tweak automodule command for caesar docs",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-22T15:53:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a491052f3e58f8c1cf04d7dd46570913f6b1f81",
          "body": "Autopopulate Caesar entries in docs",
          "is_bot": false,
          "headline": "Merge pull request #283 from zooniverse/doc-edits-july2022",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-21T22:25:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adf08ecad05482f53fb53fc889cd7aa90e44b7b8",
          "body": null,
          "is_bot": false,
          "headline": "edit to autopopulate Caesar entries on doc page",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-07-21T17:48:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f4dc6f298628a0a730a52752a39f6e45b159fac",
          "body": "Update Docs: use HTTPS for git-based install command",
          "is_bot": false,
          "headline": "Merge pull request #282 from zooniverse/doc-patch",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-06-22T17:38:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "502dd823601de0c8a32e4edf3e8feb92a8086c65",
          "body": null,
          "is_bot": false,
          "headline": "Update git-based install command to https",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-06-22T17:12:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83d835e5caaf6521bed1cd5a5dfdb01b746e1cdf",
          "body": "Updates the requirements on [requests](https://github.com/psf/requests) to permit the latest version.\r\n- [Release notes](https://github.com/psf/requests/releases)\r\n- [Changelog](https://github.com/psf/requests/blob/main/HISTORY.md)\r\n- [Commits](https://github.com/psf/requests/compare/v2.4.2...v2.28.\n[…]\n.\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\n\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: yuenmichelle1 <michelle@zooniverse.org>",
          "is_bot": true,
          "headline": "Update requests requirement from <2.27,>=2.4.2 to >=2.4.2,<2.29 (#277)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2022-06-16T22:33:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "430b8e411c34b45be84d00b3bb21f05832bc631e",
          "body": "* update description and long description on setup.py\r\n\r\n* Update CHANGELOG.md\r\n\r\n* Update CHANGELOG.md\r\n\r\nCo-authored-by: Cliff Johnson <cliff@zooniverse.org>\r\n\r\n* Update setup.py\r\n\r\nCo-authored-by: Cliff Johnson <cliff@zooniverse.org>\r\n\r\nCo-authored-by: Cliff Johnson <cliff@zooniverse.org>",
          "is_bot": false,
          "headline": "Version  1.5 (#281)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2022-06-16T21:57:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddba495cccf82798f07b8669369f5b04fb790555",
          "body": null,
          "is_bot": false,
          "headline": "update user guide rst with updated save to caesar method (#280)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2022-06-14T20:38:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2dfe552a543a9c51aa3fb3e38e7070cf90f300f6",
          "body": "* adding save  workflow to caesar method\r\n\r\n* remove whitespace hounded\r\n\r\n* remove print statement\r\n\r\n* update documentation for save_worflow and exception handle",
          "is_bot": false,
          "headline": "adding save  workflow to caesar method (#279)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2022-06-14T20:32:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "437b6f3eed94000acfb0250e0e7cd14ac99a2fed",
          "body": "* rename caeesar methods\r\n\r\n* updating docs with correct method names\r\n\r\n* Update workflow.py\r\n\r\n* update tests with renamed methods",
          "is_bot": false,
          "headline": "Update caesar connection from feedback (#278)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2022-06-13T15:24:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "535d38b2ff37e01223b2e5045bd30a6a77b9d8d8",
          "body": "* initial caesar configs\r\n\r\n* get workflow and get reduction by workflow and subject\r\n\r\n* update getting reductions\r\n\r\n* get extracts\r\n\r\n* import caesar from panoptes_client index\r\n\r\n* Update workflow.py\r\n\r\n* Update workflow.py\r\n\r\n* Update workflow.py\r\n\r\n* wip post calls to create reducer and extrac\n[…]\nR comments, caesar docs referenced wrong method names, workflow documentation updated for better clarification\r\n\r\n* update reducer_key checks\r\n\r\nCo-authored-by: Zach Wolfenbarger <zach@zooniverse.org>",
          "is_bot": false,
          "headline": "Alice/tove setup  (#274)",
          "author_name": "yuenmichelle1",
          "author_login": "yuenmichelle1",
          "committed_at": "2022-05-02T18:16:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "663a1fdeebf72f13551fd99ab9b1c35569417c05",
          "body": "Fix media uploads for existing subjects",
          "is_bot": false,
          "headline": "Merge pull request #240 from zooniverse/fix-subj-media-upload",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-04-25T19:28:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "994d56bff4161762bedd3d6f1e821a3e4d0c06e6",
          "body": null,
          "is_bot": false,
          "headline": "fix hound complaint",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-04-22T19:39:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dbbae0467cb87bebc4f740631f9b935f392de7c1",
          "body": null,
          "is_bot": false,
          "headline": "reinitialize _media_files after upload",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-04-22T19:36:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07164303df95c6e41f218a6c6f06e6894660bc47",
          "body": "Co-authored-by: Adam McMaster <adam@zooniverse.org>",
          "is_bot": false,
          "headline": "make suggested edit for initializing _media_files",
          "author_name": "Cliff Johnson",
          "author_login": "lcjohnso",
          "committed_at": "2022-04-19T14:54:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad85ef70346f50a03279a9785229c50393ea7526",
          "body": null,
          "is_bot": false,
          "headline": "fix hound complaint",
          "author_name": "lcjohnso",
          "author_login": "lcjohnso",
          "committed_at": "2022-04-19T14:54:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 4,
      "commits_last_year": 2,
      "latest_release_at": "2025-06-24T21:25:21Z",
      "latest_release_tag": "v1.7.1",
      "releases_from_tags": false,
      "days_since_last_push": 100,
      "active_weeks_last_year": 2,
      "days_since_latest_release": 396,
      "mean_days_between_releases": 368
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": false,
      "has_contributing": true,
      "health_percentage": 50,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "panoptes_client",
          "exists": true,
          "license": null,
          "keywords": [],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/panoptes_client/",
          "is_deprecated": false,
          "latest_version": "1.7.1",
          "repository_url": "https://github.com/zooniverse/panoptes-python-client",
          "versions_count": 26,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2016-06-16T14:28:50.886280Z",
          "latest_published_at": "2025-06-24T21:24:42.489683Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 396
        }
      ]
    },
    "popularity": {
      "forks": 26,
      "stars": 32,
      "watchers": 15,
      "fork_history": {
        "days": [
          {
            "date": "2016-07-13",
            "count": 3
          },
          {
            "date": "2016-09-13",
            "count": 1
          },
          {
            "date": "2016-11-18",
            "count": 1
          },
          {
            "date": "2017-02-16",
            "count": 1
          },
          {
            "date": "2017-02-17",
            "count": 1
          },
          {
            "date": "2017-03-03",
            "count": 1
          },
          {
            "date": "2017-03-28",
            "count": 1
          },
          {
            "date": "2017-03-29",
            "count": 1
          },
          {
            "date": "2017-04-10",
            "count": 1
          },
          {
            "date": "2017-07-20",
            "count": 1
          },
          {
            "date": "2017-11-09",
            "count": 1
          },
          {
            "date": "2018-03-06",
            "count": 1
          },
          {
            "date": "2018-09-20",
            "count": 1
          },
          {
            "date": "2019-08-09",
            "count": 1
          },
          {
            "date": "2020-03-16",
            "count": 1
          },
          {
            "date": "2020-04-19",
            "count": 1
          },
          {
            "date": "2020-06-20",
            "count": 1
          },
          {
            "date": "2020-12-15",
            "count": 1
          },
          {
            "date": "2021-04-07",
            "count": 1
          },
          {
            "date": "2021-08-06",
            "count": 1
          },
          {
            "date": "2022-04-14",
            "count": 1
          },
          {
            "date": "2022-09-28",
            "count": 1
          },
          {
            "date": "2023-04-17",
            "count": 1
          },
          {
            "date": "2024-08-15",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 26,
        "total_forks": 26
      },
      "star_history": null,
      "open_issues_and_prs": 30
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 33607,
      "source_files_sampled": 34,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 9,
        "malicious_count": 0,
        "assessed_package": "pypi:panoptes_client@1.7.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "python-magic",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "redo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 4,
        "direct_count": 0,
        "indirect_count": 4
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 5,
        "merged_prs": 213,
        "open_issues": 25,
        "closed_ratio": 0.757,
        "closed_issues": 78,
        "closed_unmerged_prs": 17
      },
      "bus_factor": 1,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "adammcmaster",
          "commits": 323,
          "avatar_url": "https://avatars.githubusercontent.com/u/428423?v=4"
        },
        {
          "type": "User",
          "login": "yuenmichelle1",
          "commits": 49,
          "avatar_url": "https://avatars.githubusercontent.com/u/30220346?v=4"
        },
        {
          "type": "User",
          "login": "zwolf",
          "commits": 45,
          "avatar_url": "https://avatars.githubusercontent.com/u/374835?v=4"
        },
        {
          "type": "User",
          "login": "lcjohnso",
          "commits": 42,
          "avatar_url": "https://avatars.githubusercontent.com/u/2006101?v=4"
        },
        {
          "type": "User",
          "login": "camallen",
          "commits": 27,
          "avatar_url": "https://avatars.githubusercontent.com/u/295329?v=4"
        },
        {
          "type": "User",
          "login": "Tooyosi",
          "commits": 21,
          "avatar_url": "https://avatars.githubusercontent.com/u/34948675?v=4"
        },
        {
          "type": "User",
          "login": "srallen",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/5016731?v=4"
        },
        {
          "type": "User",
          "login": "miclaraia",
          "commits": 9,
          "avatar_url": "https://avatars.githubusercontent.com/u/10344353?v=4"
        },
        {
          "type": "User",
          "login": "RonaCostello",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/23507513?v=4"
        },
        {
          "type": "User",
          "login": "mwalmsley",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/7740526?v=4"
        }
      ],
      "contributors_sampled": 17,
      "top_contributor_share": 0.575
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "codeql-analysis.yml",
        "publish-to-pypi.yml",
        "publish-to-test-pypi.yml",
        "run-tests.yml"
      ],
      "has_docs_dir": true,
      "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": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 1,
            "reason": "3 out of 17 merged PRs checked by a CI test -- score normalized to 1",
            "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": 8,
            "reason": "Found 14/17 approved changesets -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 6 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 7,
            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 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": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "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": "22c14bf8e9d0c902a30d9c1158cd6d9b4e070f6c",
        "ran_at": "2026-07-26T02:24:50Z",
        "aggregate_score": 5.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": true,
      "has_security_policy": false,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-24T10:02:48Z",
      "oldest_open_prs": [
        {
          "number": 250,
          "created_at": "2020-12-15T09:50:20Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 275,
          "created_at": "2022-05-20T09:52:33Z",
          "last_comment_at": "2023-07-12T08:41:07Z",
          "last_comment_author": "hughdickinson"
        },
        {
          "number": 333,
          "created_at": "2026-01-06T20:30:57Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 334,
          "created_at": "2026-01-06T21:41:25Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 336,
          "created_at": "2026-05-12T11:50:57Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2025-12-29T18:25:35Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 206,
          "created_at": "2019-02-21T10:20:44Z",
          "last_comment_at": "2019-03-04T15:22:53Z",
          "last_comment_author": "adammcmaster"
        },
        {
          "number": 210,
          "created_at": "2019-02-26T15:40:33Z",
          "last_comment_at": "2023-02-21T09:13:05Z",
          "last_comment_author": "eatyourgreens"
        },
        {
          "number": 212,
          "created_at": "2019-04-04T12:59:16Z",
          "last_comment_at": "2019-04-09T14:21:41Z",
          "last_comment_author": "mwalmsley"
        },
        {
          "number": 215,
          "created_at": "2019-04-05T17:07:48Z",
          "last_comment_at": "2019-04-10T23:32:26Z",
          "last_comment_author": "PmasonFF"
        },
        {
          "number": 219,
          "created_at": "2019-06-20T14:00:35Z",
          "last_comment_at": "2019-10-23T10:47:49Z",
          "last_comment_author": "adammcmaster"
        },
        {
          "number": 220,
          "created_at": "2019-07-04T22:24:52Z",
          "last_comment_at": "2020-11-06T15:41:59Z",
          "last_comment_author": "adammcmaster"
        },
        {
          "number": 221,
          "created_at": "2019-07-27T15:29:23Z",
          "last_comment_at": "2019-07-29T11:57:42Z",
          "last_comment_author": "camallen"
        },
        {
          "number": 227,
          "created_at": "2019-10-25T13:36:02Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 231,
          "created_at": "2019-12-18T14:26:27Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 232,
          "created_at": "2019-12-20T16:32:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 237,
          "created_at": "2020-03-26T11:25:12Z",
          "last_comment_at": "2022-09-29T15:01:57Z",
          "last_comment_author": "bollwyvl"
        },
        {
          "number": 248,
          "created_at": "2020-10-09T11:22:15Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 255,
          "created_at": "2021-02-17T12:34:25Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 264,
          "created_at": "2021-07-20T17:13:48Z",
          "last_comment_at": "2024-07-15T22:24:01Z",
          "last_comment_author": "lcjohnso"
        },
        {
          "number": 270,
          "created_at": "2021-11-18T14:00:21Z",
          "last_comment_at": "2021-11-18T14:06:34Z",
          "last_comment_author": "camallen"
        },
        {
          "number": 290,
          "created_at": "2022-11-05T05:58:24Z",
          "last_comment_at": "2022-11-15T10:00:18Z",
          "last_comment_author": "camallen"
        },
        {
          "number": 304,
          "created_at": "2023-12-06T11:47:03Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 324,
          "created_at": "2025-03-26T22:40:29Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 325,
          "created_at": "2025-03-31T17:13:57Z",
          "last_comment_at": "2025-04-28T14:40:13Z",
          "last_comment_author": "astrohayley"
        },
        {
          "number": 326,
          "created_at": "2025-04-02T15:28:01Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/zooniverse/panoptes-python-client",
    "host": "github.com",
    "name": "panoptes-python-client",
    "owner": "zooniverse"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 55,
      "inputs": {
        "security": 63,
        "vitality": 26,
        "community": 62,
        "governance": 66,
        "engineering": 60
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 26,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 16,
            "inputs": {
              "commits_last_year": 2,
              "human_commit_share": 0.98,
              "days_since_last_push": 100,
              "active_weeks_last_year": 2
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 100 days ago",
                "points": 9.9,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 100
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "2/52 weeks with commits",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "2 commits in the last year",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "at_risk",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "releases_count": 4,
              "latest_release_tag": "v1.7.1",
              "releases_from_tags": false,
              "days_since_latest_release": 396,
              "mean_days_between_releases": 368
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "4 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 396 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 396
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~368 days",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 368
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "dormant",
              "guards": [
                "dependencies_clean"
              ],
              "signals": [
                "issue_rot",
                "scorecard_unmaintained"
              ],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": 4,
              "unanswered_open_issues": 12,
              "days_since_last_merged_pr": 208,
              "days_since_last_human_commit": 208,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "no human commit for 208 days, with nothing left unanswered; held at dormant by no affected dependency",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_quiet",
                    "params": {
                      "days": 208
                    }
                  },
                  {
                    "code": "abandonment_guarded",
                    "params": {
                      "guards": "no affected dependency"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 62,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "forks": 26,
              "stars": 32,
              "watchers": 15,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "32 stars",
                "points": 24.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 32
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "26 forks",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 26
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "15 watchers",
                "points": 6.4,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 66,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 42,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 17,
              "top_contributor_share": 0.575
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 57% of commits",
                "points": 9.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 57
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "17 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "merged_prs": 213,
              "open_issues": 25,
              "closed_issues": 78,
              "issue_closed_ratio": 0.757,
              "closed_unmerged_prs": 17
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "76% of issues closed",
                "points": 35.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 76
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "213/230 decided PRs merged",
                "points": 35.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 213,
                      "decided": 230
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 14/17 approved changesets -- score normalized to 8",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "followers": 93,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "zooniverse",
              "public_repos": 374,
              "account_age_days": 6214
            },
            "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": "93 followers of zooniverse",
                "points": 14.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 93,
                      "login": "zooniverse"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "374 public repos, account ~17 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 374
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 17
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "good",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "packages": [
                "panoptes_client"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 396
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 396 days ago",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 396
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "26 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 26
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 60,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 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": "3 out of 17 merged PRs checked by a CI test -- score normalized to 1",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "python",
                "hacktoberfest",
                "client"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "3 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": 63,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "3 out of 17 merged PRs checked by a CI test -- score normalized to 1",
                "points": 0.2,
                "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 14/17 approved changesets -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:panoptes_client@1.7.1 runtime dependency closure — what installing the published package pulls in — 9 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:panoptes_client@1.7.1",
                  "assessed": 9
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 9,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 9,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 9
            },
            "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": 45,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 23,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.429,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "42 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 42,
                      "sampled": 98
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.02
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 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": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "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": "2 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 33607,
              "source_files_sampled": 34,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/34 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 34,
                      "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": "2026-07-26T02:25:12.574691Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zooniverse/panoptes-python-client.svg",
  "full_name": "zooniverse/panoptes-python-client",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

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

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.