Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-25 07:58 UTC

jgrss / geowombat

GeoWombat: Utilities for geospatial data

Jupyter NotebookMIT★ 200 Sterne⑂ 15 Forksseit März 2019Auf GitHub ansehen ↗

jgrss/geowombat erreicht einen Gesundheitsindex von 72 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei AI Readiness (48/100). Zuletzt vor 7 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

72
gesamt / 100
Gut

Software-Gesundheitsindex

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

72
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

Jordan GraesserPersönliches Konto
84 Follower19 öffentliche Reposseit Feb. 2014

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIgeowombat2.5.02334vor 7 Tagen

Metriken nach Kategorie

Vitalität

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

77Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 7 Tagen
6.2/36Commit-Rhythmus — 9/52 Wochen mit Commits
15.6/18Commit-Volumen — 54 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year54
human_commit_share1
days_since_last_push7
active_weeks_last_year9
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 68 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 7 Tagen
27/27Release-Rhythmus — ein Release etwa alle 15,5 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count68
latest_release_tagv2.5.0
releases_from_tagsnein
days_since_latest_release7
mean_days_between_releases15,5

Community & Verbreitung

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

57Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
37.3/60Stars — 200 Stars
9.6/25Forks — 15 Forks
3.9/15Watcher — 6 Watcher
Verwendete Eingangsdaten
forks15
stars200
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templateja
Wie die Bewertung erfolgt
31.6/80Downloads pro Monat — 233 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesgeowombat
dependents
ecosystemspypi
total_downloads
monthly_downloads233
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

64Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
7.7/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 66 % der Commits
6.8/13.5Breite der Beitragenden — 5 Beitragende
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled5
top_contributor_share0,657
Wie die Bewertung erfolgt
45.4/46.8Issue-Lösungsquote — 97 % der Issues geschlossen
32.9/38.3PR-Annahme — 201/234 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs201
open_issues3
closed_issues104
issue_closed_ratio0,972
closed_unmerged_prs33
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
13.9/25Reichweite des Inhabers — 84 Follower von jgrss
21.5/25Kontohistorie — 19 öffentliche Repos, Kontoalter ca. 12 Jahre
Verwendete Eingangsdaten
followers84
owner_typeUser
is_verified
owner_loginjgrss
public_repos19
account_age_days4.548
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

92Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 7 Tagen
12/20Versionshistorie — 4 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesgeowombat
ecosystemspypi
any_deprecatednein
min_days_since_publish7

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

96Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 5 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — .flake8
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://geowombat.readthedocs.io
10/10Repository-Beschreibung
10/10Topics — 8 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsremote-sensing, raster, satellite, geography, python, dask, rasterio, xarray
has_wikija
homepagehttps://geowombat.readthedocs.io
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

61Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
0/10Dangerous-Workflow — keine Daten
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
0/5Pinned-Dependencies — keine Daten
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — keine Daten
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate5,1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, dangerous_workflow, packaging, pinned_dependencies, token_permissions. 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_packages58
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:geowombat@2.5.0 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 58 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.

48Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
30.4/40Lesbare Commit-Historie — 57 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,57
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — doc/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — .flake8
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
4/10Belegte Agentenpraxis — 2 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — keine Daten
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesdoc/Makefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0,02
toolchain_manifests
dependency_bot_commit_share0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Pinned-Dependencies. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Jupyter Notebook ohne Typprüfungs-Konfiguration
53.8/55Handhabbare Dateigrößen — 2/89 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languageJupyter Notebook
largest_source_bytes90.567
source_files_sampled89
oversized_source_files2
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — notebooks
Verwendete Eingangsdaten
example_dirsnotebooks
has_mcp_signalnein
api_schema_files

Eckdaten

200GitHub-Sterne
5Mitwirkende
54Commits, letzte 12 Monate
7Tage seit letztem Push
68Releases
1Bus-Faktor
3offene 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 ★ / 15 ⇿
0Sterne
15Forks
66Releases

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.

03581013151512020-012023-042026-06
Major 1Minor 6Patch 58

Jeder Punkt umfasst 6 Tage.

OpenSSF Scorecard 5.1 / 10
5.1Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-25 07:58 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
10CI-Tests20 out of 20 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
k. A.Dangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
k. A.Pinned-Dependenciesno dependencies found
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
k. A.Token-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 20
RegistryPaketVersionsvorgabeManifest
PyPIdaskpyproject.toml
PyPIdistributedpyproject.toml
PyPIgeopandaspyproject.toml
PyPIjoblibpyproject.toml
PyPImatplotlibpyproject.toml
PyPInumpy>=1.23,<3pyproject.toml
PyPIpandaspyproject.toml
PyPIpyprojpyproject.toml
PyPIrasterio<1.5.0pyproject.toml
PyPIretrypyproject.toml
PyPIrequestspyproject.toml
PyPIscikit-learnpyproject.toml
PyPIscipypyproject.toml
PyPIshapelypyproject.toml
PyPItqdmpyproject.toml
PyPIxarraypyproject.toml
PyPIh5netcdfpyproject.toml
PyPIh5pypyproject.toml
PyPIcryptographypyproject.toml
PyPIthreadpoolctlpyproject.toml
Alle Abhängigkeiten 26

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 3 direkte und 23 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPInumpydirekt
PyPIrasteriodirekt
PyPIscikit-learndirekt
PyPIcythonindirekt
PyPIdask-mlindirekt
PyPIfoliumindirekt
PyPIgeoarrayindirekt
PyPImyst-parserindirekt
PyPInbsphinxindirekt
PyPInumbaindirekt
PyPIpy-tools-dsindirekt
PyPIpydata-sphinx-theme0.13.1indirekt
PyPIpyfftw0.13.1indirekt
PyPIpytorch-tabnetindirekt
PyPIrayindirekt
PyPIsegment-anythingindirekt
PyPIsegmentation-models-pytorchindirekt
PyPIsphinxindirekt
PyPIsphinx-book-themeindirekt
PyPIsphinx-copybuttonindirekt
PyPIsphinxcontrib-bibtexindirekt
PyPIstackstacindirekt
PyPItorchindirekt
PyPItorchgeoindirekt
PyPItorchmetricsindirekt
PyPIultralyticsindirekt
Abhängigkeits-Advisories 0

Die Installation von pypi:geowombat@2.5.0 zieht 58 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": [
        "remote-sensing",
        "raster",
        "satellite",
        "geography",
        "python",
        "dask",
        "rasterio",
        "xarray"
      ],
      "is_fork": false,
      "size_kb": 419468,
      "has_wiki": true,
      "homepage": "https://geowombat.readthedocs.io",
      "languages": {
        "TeX": 25150,
        "Meson": 6982,
        "Cython": 47933,
        "Python": 1301045,
        "Jupyter Notebook": 30646033
      },
      "pushed_at": "2026-07-17T14:31:33Z",
      "created_at": "2019-03-07T23:42:28Z",
      "owner_type": "User",
      "updated_at": "2026-07-17T14:32:10Z",
      "description": "GeoWombat: Utilities for geospatial data",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Jupyter Notebook",
      "significant_languages": [
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "https://jgrss.github.io",
      "name": "Jordan Graesser",
      "type": "User",
      "login": "jgrss",
      "company": null,
      "location": null,
      "followers": 84,
      "avatar_url": "https://avatars.githubusercontent.com/u/6633570?v=4",
      "created_at": "2014-02-09T21:44:52Z",
      "is_verified": null,
      "public_repos": 19,
      "account_age_days": 4548
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v2.5.0",
          "kind": "minor",
          "published_at": "2026-07-17T09:20:38Z"
        },
        {
          "tag": "test-data-v1",
          "kind": "other",
          "published_at": "2026-07-13T20:56:56Z"
        },
        {
          "tag": "v2.4.0",
          "kind": "minor",
          "published_at": "2026-05-26T18:50:43Z"
        },
        {
          "tag": "v2.3.1",
          "kind": "patch",
          "published_at": "2026-03-06T23:40:25Z"
        },
        {
          "tag": "v2.3.0",
          "kind": "minor",
          "published_at": "2026-03-04T22:00:37Z"
        },
        {
          "tag": "v2.2.3",
          "kind": "patch",
          "published_at": "2026-03-03T20:33:01Z"
        },
        {
          "tag": "v2.2.2",
          "kind": "patch",
          "published_at": "2026-03-03T19:28:29Z"
        },
        {
          "tag": "v2.2.1",
          "kind": "patch",
          "published_at": "2026-02-27T19:23:06Z"
        },
        {
          "tag": "v2.2.0.1",
          "kind": "other",
          "published_at": "2026-02-27T19:21:32Z"
        },
        {
          "tag": "v2.2.0",
          "kind": "minor",
          "published_at": "2026-02-27T18:44:53Z"
        },
        {
          "tag": "v2.1.23",
          "kind": "patch",
          "published_at": "2026-02-27T17:43:36Z"
        },
        {
          "tag": "v2.1.22",
          "kind": "patch",
          "published_at": "2024-05-01T08:12:01Z"
        },
        {
          "tag": "v2.1.21",
          "kind": "patch",
          "published_at": "2024-05-01T08:01:52Z"
        },
        {
          "tag": "v2.1.20",
          "kind": "patch",
          "published_at": "2024-04-30T07:19:30Z"
        },
        {
          "tag": "v2.1.19",
          "kind": "patch",
          "published_at": "2024-04-26T13:39:35Z"
        },
        {
          "tag": "v2.1.18",
          "kind": "patch",
          "published_at": "2024-04-20T07:53:14Z"
        },
        {
          "tag": "v2.1.17",
          "kind": "patch",
          "published_at": "2024-04-12T22:49:17Z"
        },
        {
          "tag": "v2.1.16",
          "kind": "patch",
          "published_at": "2024-01-12T10:37:36Z"
        },
        {
          "tag": "v2.1.15",
          "kind": "patch",
          "published_at": "2023-11-30T10:10:41Z"
        },
        {
          "tag": "v2.1.14",
          "kind": "patch",
          "published_at": "2023-11-28T09:13:05Z"
        },
        {
          "tag": "v2.1.13",
          "kind": "patch",
          "published_at": "2023-11-08T11:34:53Z"
        },
        {
          "tag": "v2.1.12",
          "kind": "patch",
          "published_at": "2023-11-03T07:18:27Z"
        },
        {
          "tag": "v2.1.11",
          "kind": "patch",
          "published_at": "2023-10-02T09:47:40Z"
        },
        {
          "tag": "v2.1.10",
          "kind": "patch",
          "published_at": "2023-07-08T22:46:40Z"
        },
        {
          "tag": "v2.1.9",
          "kind": "patch",
          "published_at": "2023-05-02T23:39:19Z"
        },
        {
          "tag": "v2.1.8",
          "kind": "patch",
          "published_at": "2023-04-18T22:59:17Z"
        },
        {
          "tag": "v2.1.7",
          "kind": "patch",
          "published_at": "2023-04-01T04:10:58Z"
        },
        {
          "tag": "v2.1.6",
          "kind": "patch",
          "published_at": "2023-03-03T18:37:28Z"
        },
        {
          "tag": "v2.1.5",
          "kind": "patch",
          "published_at": "2023-03-02T18:50:13Z"
        },
        {
          "tag": "v2.1.4",
          "kind": "patch",
          "published_at": "2023-02-28T18:21:05Z"
        },
        {
          "tag": "v2.1.3",
          "kind": "patch",
          "published_at": "2023-02-08T16:41:15Z"
        },
        {
          "tag": "v2.1.2",
          "kind": "patch",
          "published_at": "2023-02-06T19:13:06Z"
        },
        {
          "tag": "v2.1.1",
          "kind": "patch",
          "published_at": "2023-01-31T14:45:49Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2023-01-04T22:11:08Z"
        },
        {
          "tag": "v2.0.19",
          "kind": "patch",
          "published_at": "2022-12-21T20:16:04Z"
        },
        {
          "tag": "v2.0.18",
          "kind": "patch",
          "published_at": "2022-12-19T19:43:10Z"
        },
        {
          "tag": "v2.0.17",
          "kind": "patch",
          "published_at": "2022-10-11T14:30:06Z"
        },
        {
          "tag": "v2.0.16",
          "kind": "patch",
          "published_at": "2022-10-05T22:57:01Z"
        },
        {
          "tag": "v2.0.15",
          "kind": "patch",
          "published_at": "2022-10-03T13:40:08Z"
        },
        {
          "tag": "v2.0.14",
          "kind": "patch",
          "published_at": "2022-09-30T01:32:25Z"
        },
        {
          "tag": "v2.0.13",
          "kind": "patch",
          "published_at": "2022-09-29T14:11:45Z"
        },
        {
          "tag": "v2.0.12",
          "kind": "patch",
          "published_at": "2022-09-28T22:30:52Z"
        },
        {
          "tag": "v2.0.11",
          "kind": "patch",
          "published_at": "2022-09-27T22:13:06Z"
        },
        {
          "tag": "v2.0.10",
          "kind": "patch",
          "published_at": "2022-09-25T01:17:06Z"
        },
        {
          "tag": "v2.0.9",
          "kind": "patch",
          "published_at": "2022-09-22T02:54:53Z"
        },
        {
          "tag": "v2.0.8",
          "kind": "patch",
          "published_at": "2022-09-22T02:45:42Z"
        },
        {
          "tag": "v2.0.7",
          "kind": "patch",
          "published_at": "2022-09-21T04:34:12Z"
        },
        {
          "tag": "v2.0.6",
          "kind": "patch",
          "published_at": "2022-09-20T00:38:28Z"
        },
        {
          "tag": "v2.0.5",
          "kind": "patch",
          "published_at": "2022-09-16T15:36:31Z"
        },
        {
          "tag": "v2.0.4",
          "kind": "patch",
          "published_at": "2022-09-15T15:54:03Z"
        },
        {
          "tag": "v2.0.3",
          "kind": "patch",
          "published_at": "2022-09-15T00:12:10Z"
        },
        {
          "tag": "v2.0.2",
          "kind": "patch",
          "published_at": "2022-09-14T03:26:34Z"
        },
        {
          "tag": "v2.0.1",
          "kind": "patch",
          "published_at": "2022-09-14T03:06:08Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2022-09-01T22:37:38Z"
        },
        {
          "tag": "v1.11.4",
          "kind": "patch",
          "published_at": "2022-08-31T13:55:31Z"
        },
        {
          "tag": "v1.11.3",
          "kind": "patch",
          "published_at": "2022-07-10T18:14:06Z"
        },
        {
          "tag": "v1.11.2",
          "kind": "patch",
          "published_at": "2022-07-10T14:28:58Z"
        },
        {
          "tag": "v1.11.1",
          "kind": "patch",
          "published_at": "2022-07-09T20:49:44Z"
        },
        {
          "tag": "v1.11.0",
          "kind": "minor",
          "published_at": "2022-07-09T14:17:26Z"
        },
        {
          "tag": "v1.10.1",
          "kind": "patch",
          "published_at": "2022-07-07T23:02:20Z"
        },
        {
          "tag": "v1.10.0",
          "kind": "minor",
          "published_at": "2022-07-07T22:22:45Z"
        },
        {
          "tag": "v1.9.1",
          "kind": "patch",
          "published_at": "2022-06-18T17:26:08Z"
        },
        {
          "tag": "v1.8.6",
          "kind": "patch",
          "published_at": "2022-06-12T17:07:34Z"
        },
        {
          "tag": "v1.8.5",
          "kind": "patch",
          "published_at": "2022-05-31T16:33:37Z"
        },
        {
          "tag": "v1.8.4",
          "kind": "patch",
          "published_at": "2022-05-26T05:24:35Z"
        },
        {
          "tag": "1.0.5",
          "kind": "patch",
          "published_at": "2020-01-21T08:31:43Z"
        },
        {
          "tag": "1.0.4",
          "kind": "patch",
          "published_at": "2020-01-18T23:33:38Z"
        },
        {
          "tag": "1.0.3",
          "kind": "patch",
          "published_at": "2020-01-16T09:33:27Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "ad054a431902dfdf448790483bf8c4b4c10d05cc",
          "body": "docs: add py13 badge",
          "is_bot": false,
          "headline": "Merge pull request #368 from jgrss/new-badge",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-17T14:31:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bb1e890445b9799fa383a3160a4639ec072f311",
          "body": null,
          "is_bot": false,
          "headline": "add py13 badge",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-17T10:53:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "933de3c1f9c3c954f8ed8befa9e86cf1f65b00f5",
          "body": "ci: fix release workflow (tag-only, GW_TOKEN)",
          "is_bot": false,
          "headline": "Merge pull request #366 from jgrss/fix-release-token-clean",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-15T08:30:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8cd0eaf8b03af169da012819c86b41f88470a969",
          "body": null,
          "is_bot": false,
          "headline": "revert to gw-token to autorelease",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-15T08:09:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff93e045a5ab3a5355ca0ba9dc8a981b17ebb92e",
          "body": "test: exercise Python 3.13 in CI and advertise it",
          "is_bot": false,
          "headline": "Merge pull request #364 from jgrss/ci-python-313",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-14T12:16:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "83c262f6ca8a9c1f4b4354335ce1b4b8f726e34f",
          "body": "test:  fetch large test rasters via pooch instead of shipping them (#362)",
          "is_bot": false,
          "headline": "Merge pull request #363 from jgrss/pooch",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-14T12:14:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4cb67053a1ba3f1e3fb872de73bd6abfb3130ad",
          "body": "test: skip STAC tests on network/DNS errors instead of failing",
          "is_bot": false,
          "headline": "Merge pull request #365 from jgrss:test-stac-network-skip",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-14T12:14:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aca0e5db6cf026ad0ac8d63b5d4faa96dcd14ce9",
          "body": null,
          "is_bot": false,
          "headline": "test: skip STAC tests on network/DNS errors instead of failing",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-14T10:30:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35951e0b17f8177e81a966ed938241d453914234",
          "body": null,
          "is_bot": false,
          "headline": "ci: drop the Sdist-smoke job",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-14T09:49:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68ed3a1347b69e2228c042d19e2532f254a255d2",
          "body": null,
          "is_bot": false,
          "headline": "ci: test Python 3.13 and drop the Sdist-smoke job",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-14T09:44:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5629f51df0b71877a9319341df8d3da349ef1ba1",
          "body": "The 'support Python 3.13' change only dropped the <3.13 cap in\nrequires-python; nothing in CI actually built or ran the suite under\n3.13. Add 3.13 to the Tests matrix",
          "is_bot": false,
          "headline": "test: exercise Python 3.13 in CI and advertise it",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-14T09:28:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a47cb0806d4e4648c60c515e3bcb61dd28ad7ae2",
          "body": "…g them (#362)\n\nThe two mosaic NaN test rasters (l8_224077/224078_20200518_B2_nan.tif, ~56 MB\ncombined) were bundled into every sdist and wheel but are used only by the test\nsuite. Move them to a GitHub Release asset (test-data-v1) and fetch them on\ndemand with pooch, hash-verified and cached, shrinking the package by ~56 MB.",
          "is_bot": false,
          "headline": "refactor(data): fetch large test rasters via pooch instead of shippin…",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-13T21:16:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be4678f092dd94ed69cdae37d9e735113c909756",
          "body": null,
          "is_bot": false,
          "headline": "feat: support Python 3.13 (#361)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-07T11:29:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bc943b25e7720ae96a8a563bc63584861aefd32",
          "body": null,
          "is_bot": false,
          "headline": "update afiliation (#359)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-05T11:05:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92af3370a451adb9bf90ebde200ddd0a18a031f0",
          "body": "* resolves numpy2 issue\n\n* update install CI\n\n* fix(ci): use $RUNNER_TEMP (in-container path) for numpy constraint file",
          "is_bot": false,
          "headline": "#fix resolves numpy2 issue (#354)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-05T10:49:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15723e89c980bdc813ce9aee58fd57e6ea8b6245",
          "body": "* Init from jors template\n\n* paper updates\n\n* clean up\n\n* cleaning citations\n\n* add AI disclosure\n\n* updated research impact added AI disclosure\n\n* update download stats\n\n* improved descriptions and supress warning, merge main\n\nalso merged substantial changes made in main since initial submission - \n[…]\nup citation\n\n* add pandoc\n\n---------\n\nSigned-off-by: Trevor James Smith <10819524+Zeitsperre@users.noreply.github.com>\nCo-authored-by: Trevor James Smith <10819524+Zeitsperre@users.noreply.github.com>",
          "is_bot": false,
          "headline": "docs: clean up citation (#358)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-07-05T10:48:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4f549596fa78522dbf7c15c62fe9bf7fcee339cc",
          "body": null,
          "is_bot": false,
          "headline": "improve symantic release path (#353)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-05-29T00:07:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8940a723334c3dbe43694e5c4e535cb3a51903d",
          "body": "…ages (#352)\n\n* add new submodules to rst\n\n* drop tabnet install",
          "is_bot": false,
          "headline": "docs: document detect/sam pip extras and updated conda-forge sub-pack…",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-05-28T01:24:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "936ffb25372654c54db779300efc45aca8437b53",
          "body": "* init\n\n* detect module in process\n\n* documentation clean up\n\n* add sam refiner\n\n* clean up doc warnings\n\n* final docs rebuild\n\n* use notebok example\n\n* clean up build docs\n\n* add notebooks into docs\n\n* Fix blue wavelength value in NAIP configuration\n\n* Restore multi-threaded warp and address PR #35\n[…]\n\n- Gated YOLO and torchvision smoke tests behind\n  GEOWOMBAT_RUN_DETECTOR_DOWNLOADS=1 so the default suite is\n  offline-safe and deterministic; matches the existing\n  GEOWOMBAT_SAM_CHECKPOINT pattern.",
          "is_bot": false,
          "headline": "feat: add object detection module (YOLO, TorchGeo, SAM) (#351)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-05-26T18:44:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bad91ce9d60082796456d1ff1ab15c8078552a1e",
          "body": "…dl extra (#349)\n\nClarify that conda extras are separate sub-packages (not included by default),\nadd platform-specific GDAL installation instructions for macOS/Windows/Linux,\nand document the dl (deep learning) optional extra.",
          "is_bot": false,
          "headline": "docs: update install guide with conda extras, GDAL instructions, and …",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-04-10T12:05:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae4d70efc996957121f5a376ff0c6a565144ffe6",
          "body": "* optimize block usage predict, windows, radiometric\n\n* update dl docs and example\n\n* better handling of missing values\n\n* update moving windwos docs\n\n* avoid showing missing values\n\n* update ml images and docs\n\n* fix: trigger version update\n\n* improved error handling on connection status\n\n* ci: install DL deps and enable DL tests in CI\n\n* tests: make stac tests more robust",
          "is_bot": false,
          "headline": "fix:  improve block usage and nodata handling (#348)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-03-06T23:34:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da9b82193c343aa32a22b0caee7b1cef046802ad",
          "body": "* init\n\n* normalize data\n\n* docs\n\n* update docs\n\n* update DL docs\n\n* move example\n\n* corrections\n\n* add link\n\n* chore: adding deep learning unit tests\n\n* update stac training data\n\n* update notebooks\n\n* better error handling on crs unit change\n\n* run notebooks",
          "is_bot": false,
          "headline": "feat: add deep learning classifiers (TabNet, L-TAE, TorchGeo) (#347)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-03-04T21:56:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a10193c9e2ba3313b26cff5a094348d926858ff",
          "body": "fix: python not python3",
          "is_bot": false,
          "headline": "Merge pull request #346 from jgrss/fix-meson-python",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-03-03T20:20:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "696b6ff2938ad5ef4d4630392bdb5fd0f8086738",
          "body": null,
          "is_bot": false,
          "headline": "fix: python not python3",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-03-03T19:57:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2714f10ffe821c2909b76cda9def9eda7b4ff76e",
          "body": "fix: resolves finding python and python3 install in conda-forge",
          "is_bot": false,
          "headline": "Merge pull request #345 from jgrss/find-python-and-python3",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-03-03T19:24:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22c92622bc7fed06d87d4e3d5d8dd4338fa06901",
          "body": null,
          "is_bot": false,
          "headline": "fix: resolves finding python and python3 install in conda-forge",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-03-02T15:18:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c31e86648ae5042035c0f3de2339532feeed0194",
          "body": "fix: add version fallback in meson.build for tarball builds",
          "is_bot": false,
          "headline": "Merge pull request #344 from jgrss:meson-version",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-27T19:19:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64514606be657d10d0e6020da3f50af1555a87ce",
          "body": "setuptools_scm.get_version() fails when building from source tarballs\n(e.g., conda-forge) that lack a .git directory. Wrap the call in a\ntry/except that falls back to the SETUPTOOLS_SCM_PRETEND_VERSION\nenvironment variable, enabling cross-platform conda-forge builds.",
          "is_bot": false,
          "headline": "fix: add version fallback in meson.build for tarball builds",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-27T19:15:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0d6a70b16db8271ee205d81c8df52b6df2e4331",
          "body": "* ci: fix release workflow to work with branch protection\n\nChain release workflow after CI via workflow_run trigger instead of\nrunning on every push. Push only tags (not branch commits) to avoid\nbranch protection errors, and use gh release create to trigger the\npublish-to-PyPI workflow.\n\n* add manual publish",
          "is_bot": false,
          "headline": "ci: fix release workflow to work with branch protection (#343)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-27T18:41:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fa11d43cbf00e813a04eedc773559db548b9c31",
          "body": "* fix: resolve NumPy header not found in meson build\nUse run_command with numpy.get_include() to find NumPy headers   instead of dependency('numpy') which relies on pkg-config.   This fixes builds in pip's isolated environment where pkg-config cannot locate NumPy's include headers.\n\n* fix: fix RTD d\n[…]\nms ('2W', '15D', '2MS')\n- Fix test_search_blue_sentinel_s2_l2a: use .values instead of\n  .data.compute() for numpy-backed arrays\n- Skip test_search_blue_sentinel_s2_l1c: S3 assets no longer accessible",
          "is_bot": false,
          "headline": "STAC Extension (#342)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-27T17:45:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e2c0014e61b1edcec4fae259e881c975cfacd858",
          "body": "Resolve conflicts:\n- pyproject.toml: keep sklearn-xarray-ext (PyPI), accept numpy<2 pin and semantic_release config\n- doc/source/ml.rst: take docs_build version (with nodata=0)\n- doc/source/_static/*.png: take docs_build versions\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "merge: docs_build PR #337",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-27T17:43:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9d611e131f3d275961a0435b83d1b3db2aa86eec",
          "body": "…#330) (#339)\n\n- Use round() instead of int() truncation for bounds dimensions\n- Support both psd-14 and psd-15 Sentinel-2 metadata namespaces\n- Add unit tests for both fixes\n\nCloses #325\nCloses #330",
          "is_bot": false,
          "headline": "fix: resolve bounds rounding (#325) and Sentinel-2 psd-15 namespace (…",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-27T17:33:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd49309c418aaae02b895634870d47545c3a9b22",
          "body": "* fix: resolve NumPy header not found in meson build\nUse run_command with numpy.get_include() to find NumPy headers   instead of dependency('numpy') which relies on pkg-config.   This fixes builds in pip's isolated environment where pkg-config cannot locate NumPy's include headers.\n\n* fix: fix RTD d\n[…]\ne embedded\nin the rendered documentation.\n\n* update shield\n\n* pypi conda publish\n\n* docs: update Python version shield in README\n\n* chore: add PyPI publish workflow and prep for conda-forge automation",
          "is_bot": false,
          "headline": "Pypi conda (#338)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-27T17:31:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d307a755270e8aaf840df3a4ded919ddfd121048",
          "body": "Add release.yml workflow that runs on push to main, analyzes conventional\ncommit prefixes (feat:/fix:/etc.), and automatically creates version tags,\nGitHub releases, and changelog entries.",
          "is_bot": false,
          "headline": "chore: add automatic semantic versioning via python-semantic-release",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-25T16:11:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9a64fc7991d484997d226145ebd796bd86d7c67",
          "body": null,
          "is_bot": false,
          "headline": "fixed stretch",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-24T16:01:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "343df43e19deb920094645127e1980ea22f2cdbc",
          "body": "…ds/rasterio_.py src/geowombat/core/stac.py && git commit -m \"$(cat <<'EOF'\n\nfeat: STAC performance and compatibility improvements\n\n- Add compute parameter to open_stac() with TqdmCallback progress bar\n- Add properties=False to stackstac.stack() to skip metadata coordinates\n  that bloat the dask gra\n[…]\n floats instead of raising AttributeError\n- Add --no-build-isolation to editable install docs with explanation\n- Add stale build cache troubleshooting note\n- Add STAC classification example to ML docs",
          "is_bot": false,
          "headline": "git add doc/source/install.rst doc/source/ml.rst src/geowombat/backen…",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-24T15:28:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "60a8eef6a996f71596844825c7f9d4d713c9bb31",
          "body": null,
          "is_bot": false,
          "headline": "pin numpy<2 toml",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-24T14:11:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18d08c7a8a4b1d65af8dcae98c924d32c75fec9f",
          "body": "Combines ML bug fixes (temporal_mode, unsupervised detection,\nSTAC compat, nodata handling) with docs updates (install, STAC,\nweb, meson build fixes).",
          "is_bot": false,
          "headline": "Merge branch 'ml_improvments' into docs_build",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T22:06:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3179ba635829d27ac0db88c170ed472c12fed38a",
          "body": null,
          "is_bot": false,
          "headline": "update docs",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T21:59:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9c973f2f79dbcf4d505f903777ed2193c326ea4",
          "body": null,
          "is_bot": false,
          "headline": "update classifiers docs",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T20:44:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48bfd869cc8aac93dc755e8b3344f9637d9eb126",
          "body": null,
          "is_bot": false,
          "headline": "hide line numbers in docs",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T20:41:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9e8bb17b2596ecba6ff6a336051f51aae34ba1ab",
          "body": null,
          "is_bot": false,
          "headline": "improved docs flexible unsupervised",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T20:25:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a83085d064dd3d885d89ea7c0da8757a5058251a",
          "body": null,
          "is_bot": false,
          "headline": "update install instructions",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T19:43:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "292486638701a1ccf7b7266b0835b0e7368444f5",
          "body": "Fix critical bugs in the ML training/prediction pipeline:\n- Chain NaN and zero target filters correctly (was discarding NaN filter)\n- Reorder _prepare_labels to handle string paths before column access\n- Move LabelEncoder to instance attribute to prevent cross-instance leakage\n- Use single shared Cl\n[…]\nr that blocked time-coordinated input\n- Add temporal_mode parameter ('panel' or 'flatten') to fit/predict/fit_predict\n- Add _flatten_time() method for reshaping (time, band, y, x) to (time*band, y, x)",
          "is_bot": false,
          "headline": "fix: ML module bug fixes and time-dimensioned data support",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T18:25:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b23c2ad72a682f65c522abda63dd7669db8da5d3",
          "body": null,
          "is_bot": false,
          "headline": "add model desriptions",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-23T16:22:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df76b3fe141d9d82cb55f4b7549aa4f4fe95d623",
          "body": null,
          "is_bot": false,
          "headline": "change title",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-20T22:57:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f39999eec1e5fb4a0d0343e685783d8647e38a76",
          "body": null,
          "is_bot": false,
          "headline": "drop old examples",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-20T22:54:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c02abb8152a0477cca748ad274a055f0c74c6ef3",
          "body": null,
          "is_bot": false,
          "headline": "update stac docs",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-20T22:47:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b90b9f414ac9bb8b2de3f436b072b7ec0826444",
          "body": null,
          "is_bot": false,
          "headline": "update shield",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-20T17:35:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f48578e48e2835f924ab8a2c1975089a2e0bc46",
          "body": "Add sklearn-xarray to [docs] extras so ReadTheDocs can import\ngeowombat.ml during sphinx-automodapi introspection. Add missing\n@savefig directives to ml.rst so matplotlib plots are embedded\nin the rendered documentation.",
          "is_bot": false,
          "headline": "fix: fix RTD docs build and add missing ML plot figures",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-20T17:31:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b0c1a85223e5151ac329806d5f78020404df52d",
          "body": "Use run_command with numpy.get_include() to find NumPy headers   instead of dependency('numpy') which relies on pkg-config.   This fixes builds in pip's isolated environment where pkg-config cannot locate NumPy's include headers.",
          "is_bot": false,
          "headline": "fix: resolve NumPy header not found in meson build",
          "author_name": "mmann1123",
          "author_login": "mmann1123",
          "committed_at": "2026-02-20T17:15:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2cbac845ad65303ad69cfd10ecceb208d87d3468",
          "body": "- Make osgeo imports lazy in 4 files (gdal_.py, io.py, topo.py, web.py)\n  so that `import geowombat` no longer requires GDAL Python bindings.\n  Users without GDAL get a clear error with per-OS install instructions\n  only when calling the few functions that need it.\n- Pin stackstac>=0.5.1 to fix numpy 2.x incompatibility (NEP 50)\n- Add Tests-result CI job for branch protection compatibility\n- Update install docs to reflect that core features work without GDAL",
          "is_bot": false,
          "headline": "Make pip install work without system GDAL; fix CI (#336)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-10T00:35:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a5a4ddfa8b31631bf8884036a577c2750f06cbe",
          "body": null,
          "is_bot": false,
          "headline": "bug: stackstac>=0.5.1 (#335)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-09T23:52:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b44a6a4d106a5256dcc9c2e51af696ca11cfc68e",
          "body": "* format\n\n* cleanup type hints\n\n* support client\n\n* add tests\n\n* update stac tests\n\n* add support to write time with scatter\n\n* add support to write time with scatter\n\n* add support to write time with scatter\n\n* update tests\n\n* remove slice\n\n* fix stac tests\n\n* make method\n\n* allow compression, but \n[…]\nn be used as the required status check.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: jgrss <jbgraesser@gmail.com>\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "jgrss/reorg with CI fixes from PR #323 (#332)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2026-02-06T20:45:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a3088c6ef61260b5665a0187dfd8ffbf275524e1",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.22",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-05-01T08:11:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1af51a9c13adfe87a38f718737dea087589c9490",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.22",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-05-01T08:10:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee6e2c5cb89d9230d0f90e20fa1885ad56b0144c",
          "body": null,
          "is_bot": false,
          "headline": "fix: test support for 3.11 (#314)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-05-01T08:09:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8942f56c664693274381a5118cc45aeb6dbba1fd",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.21",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-05-01T08:01:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d47f94355ef2dd26ae5c6120201d8895c2d57456",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.21",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-05-01T07:59:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3cedad3becf2f80b9176e3e8d94608bfbcd01ce9",
          "body": "* simplify mosaic procedure\r\n\r\n* adding mosiac and save unit tests\r\n\r\n* fix path tifs\r\n\r\n* resolve ml install issues\r\n\r\n* handle 0s in X[targ_name]\r\n\r\n* add todo\r\n\r\n* reverting to main\r\n\r\n* pin scikit fix\r\n\r\n* add tests\r\n\r\n* throw error if stacked by time\r\nresolves #311\r\n\r\n* droping test - meaningless output\r\n\r\n---------\r\n\r\nCo-authored-by: jgrss <jbgraesser@gmail.com>",
          "is_bot": false,
          "headline": "fix: Ml nodata (#310)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2024-05-01T07:59:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4fa5a6108547a3e32b792d876555788f39650b3",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.20",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-30T07:17:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec3d15c16f401e648d872a5645a68a18323c6c5d",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.20",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-30T07:16:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ab7ac5ba87f4bca0906ffafaa822b81c86a4b2e",
          "body": "* add doc requirement\r\n\r\n* include all geometries in mosaic\r\n\r\n* add check for file names\r\n\r\n* new tests\r\n\r\n* remove old import\r\n\r\n* docs",
          "is_bot": false,
          "headline": "fix: add doc requirement (#313)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-30T07:15:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75667ab4d0d468843a2f880e23e798758240ee26",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.19",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-26T13:38:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62d769577e62c44f953c85f784c2d42236678e8e",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.19",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-26T13:35:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c6cb0ce3ad468aeafedd8cd97c1397b6d5812aa",
          "body": "* add typing\r\n\r\n* format\r\n\r\n* fix indentation\r\n\r\n* use input nodata\r\n\r\n* add typings\r\n\r\n* format\r\n\r\n* formatting\r\n\r\n* adding bigtiff to save\r\n\r\n* add bigtiff test\r\n\r\n* avoid stacking list len == 1\r\nresolves #309\r\n\r\n* fix to_raster nodata\r\n\r\n* update write tests\r\n\r\n* add bigtiff option\r\n\r\n* add BIGTIFF from config\r\n\r\n* remove trace\r\n\r\n---------\r\n\r\nCo-authored-by: mmann1123 <mmann1123@gmail.com>",
          "is_bot": false,
          "headline": "fix: jgrss/warp cleanup (#306)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-26T13:34:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1721a9094f568e0b34bf1250452c042f9fa78d6",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.18",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-20T07:51:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b163f08ab16d62bc3e122880c8c2e1608f70609",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.18",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-20T07:49:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d55f6938826aa77cb54b4d329bc26b6852d98f41",
          "body": "* simplify mosaic procedure\r\n\r\n* add mosaic bounds, values, and save\r\n\r\n* format\r\n\r\n---------\r\n\r\nCo-authored-by: Michael Mann <mmann1123@gmail.com>",
          "is_bot": false,
          "headline": "fix: Simplify band mosaic procedure (#304)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-20T07:48:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c80ef21bfb79124e7bbab2376ea997141dce793b",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.17",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-12T22:48:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17949e0aa73f0a8527e133b743594765720d0dde",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.17",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-04-12T22:46:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "888eb7ba656b9eb03834ed919074ce9cedc3ac43",
          "body": "* adding random forest classifier test which breaks\r\nhad to set scikit-learn to 1.2.0 to fix the issue\r\n\r\n* limit scikit 1.2.0 for ml\r\n\r\n* specific ml install and test\r\n\r\n* Rename test_ml.py to ml_test.py\r\n\r\n* indenting ml tests were skipped\r\n\r\n* seperate ml unittests\r\n\r\n* Update ci.yml\r\n\r\n* drop py11\r\n\r\n* discover ml_tests\r\n\r\n* print ys\r\n\r\n* add osx\r\n\r\n* Update ml_test.py\r\n\r\n* print values\r\n\r\n* print tests\r\n\r\n* compare y1 y2\r\n\r\n* add osx\r\n\r\n* drop 11\r\n\r\n* drop osx again",
          "is_bot": false,
          "headline": "fix: adding random forest classifier test which breaks (#301)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2024-04-12T22:45:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "923226f7f136e7cef1b0c5304cf9208e3b20bc4c",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.16",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-01-12T10:36:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d554fd4f2ba4ecd54fe3b028dc7fa939e9de0ce6",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.16",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-01-12T10:34:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8e106e5afd0543aa4d344e5774ba4fa4e40c732",
          "body": "* modify pyproj version\r\n\r\n* move cache",
          "is_bot": false,
          "headline": "fix: Increase pyproj version (#297)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2024-01-12T10:34:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13d4ed8e1b08b0f89de0368c0e67d7551028fbee",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.15",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-30T10:09:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9918962df8842b23934f57e4c4c7d30febe25802",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.15",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-30T10:07:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c22ea5c7d807a323af1731aeefa6d32dd9ecbd0e",
          "body": "* tests\r\n\r\n* changes from series-apply-bigtif",
          "is_bot": false,
          "headline": "feat: Series apply bigtif 2 (#295)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2023-11-30T10:07:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6f68ffabf5e2e65e8cb577623d52df9b1cfc947",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.14",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-28T09:12:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fe3b81aadbfeec700f81f97372106086517dbd2",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.14",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-28T09:10:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b476bc6e585442eecb2583384f4115a4cfa5b1e",
          "body": "* format\r\n\r\n* format",
          "is_bot": false,
          "headline": "fix: jgrss/evi #293 (#294)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-28T09:10:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c8b96bb2c3ed772ff9843a95a87a94ae0a35d5d",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.13",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-08T11:20:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fdca91aabf52b5838a0ecf8ebf3f909c5486995e",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.13",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-08T11:18:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8dc57ab16abff5dea29ae373088bcb46dd7cf68a",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.13",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-08T11:16:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24cc0881e7c1c20843f97e7f57a98c368a005790",
          "body": "* format\r\n\r\n* format\r\n\r\n* udpate docs",
          "is_bot": false,
          "headline": "fix: jgrss/item asset timeout (#292)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-08T11:16:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b21201824bef7445c0bbbd40c5b9d59714fa2629",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.12",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-03T07:03:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af5750470db19f3b35bd784a09e56e9435fd398e",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.12",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-03T07:02:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68898f05fe9cfa83f05fda5275b83dbf85afc448",
          "body": "* update stac versions\r\n\r\n* format\r\n\r\n* format\r\n\r\n* update args\r\n\r\n* format\r\n\r\n* reset backend\r\n\r\n* reset backend\r\n\r\n* reset io\r\n\r\n* format\r\n\r\n* format\r\n\r\n* add stack package\r\n\r\n* s2 COGs not working on 3.10\r\n\r\n* add to docs",
          "is_bot": false,
          "headline": "fix: jgrss/stac version update (#289)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-11-03T07:01:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8fe3a695ad353dd0d01b1e6a6b029bcc3c8b64fd",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.11",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-10-02T09:36:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "405ee76a7810637bc94e00832588565740765f58",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.11",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-10-02T09:34:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ffcb3f3def9c05be6b1e561a1a541e3779f4ea64",
          "body": "* add new image\r\n\r\n* format\r\n\r\n* import new dataset\r\n\r\n* format\r\n\r\n* make warning optional",
          "is_bot": false,
          "headline": "fix: [271] jgrss/band res  (#282)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-10-02T09:33:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c47601f2a4657e9e6403d7884604e31294c563e",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.10",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-07-08T22:37:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6809e29b68bf26b29f12cf7b01d1e734cd6b6118",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.10",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-07-08T22:35:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddd19bb3ff3d7bb75d7d5dc19a574197664d057b",
          "body": "* use py 3.10 to test\r\n\r\n* add py 3.10\r\n\r\n* increase python version add include all cython files\r\n\r\n* add python matrix\r\n\r\n* relax test precision\r\n\r\n* ci cache\r\n\r\n* relax test precision\r\n\r\n* cache\r\n\r\n* adjust tests\r\n\r\n* adjust tests\r\n\r\n* format\r\n\r\n* adjust tests\r\n\r\n* test stac\r\n\r\n* add import checks\r\n\r\n* add import checks\r\n\r\n* cache",
          "is_bot": false,
          "headline": "fix: jgrss/python 3.10 (#277)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-07-08T22:33:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "def465ab4d5aa7ec832b3ca8ac93bc9a76125b87",
          "body": "#272",
          "is_bot": false,
          "headline": "docs: Update apply.rst (#273)",
          "author_name": "Michael Mann",
          "author_login": "mmann1123",
          "committed_at": "2023-07-01T06:05:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "35dd462609c23f3f23f936aa372d4bcbcd927e8a",
          "body": "* update doc code\r\n\r\n* update doc code\r\n\r\n* update doc code\r\n\r\n* update doc code\r\n\r\n* update doc code\r\n\r\n* update doc code\r\n\r\n* update doc code\r\n\r\n* update doc code\r\n\r\n* fix: format (#267)\r\n\r\n* doc updates",
          "is_bot": false,
          "headline": "docs: update doc code (#264)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-05-04T01:55:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5d45f9d9770a171c4fa5491e028db2925ecb51f",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.9",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-05-02T23:30:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "885ef7bca093258598fff7d82428113b6a0c3352",
          "body": null,
          "is_bot": false,
          "headline": "v2.1.9",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-05-02T23:29:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2373b9324604e8a5dc1a92c600b3d552cb8be794",
          "body": "* fix: format (#267)\r\n\r\n* fix: jgrss/io_size (#268)\r\n\r\n* format\r\n\r\n* format\r\n\r\n* update Python versions",
          "is_bot": false,
          "headline": "fix: v2.1.8 issues (#269)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-05-02T23:27:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "78c03e6b34c574cae5afb528f24c42494d6ddcd2",
          "body": "* add anaconda badges\r\n\r\n* add anaconda badge\r\n\r\n* change version badge\r\n\r\n* update URLs\r\n\r\n* add conda link",
          "is_bot": false,
          "headline": "docs: add anaconda badges (#263)",
          "author_name": "Jordan Graesser",
          "author_login": "jgrss",
          "committed_at": "2023-04-20T22:04:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 68,
      "commits_last_year": 54,
      "latest_release_at": "2026-07-17T09:20:38Z",
      "latest_release_tag": "v2.5.0",
      "releases_from_tags": false,
      "days_since_last_push": 7,
      "active_weeks_last_year": 9,
      "days_since_latest_release": 7,
      "mean_days_between_releases": 15.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 71,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "geowombat",
          "exists": true,
          "license": null,
          "keywords": [
            "Intended Audience :: Science/Research",
            "Programming Language :: Cython",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Scientific/Engineering :: GIS"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/geowombat/",
          "is_deprecated": false,
          "latest_version": "2.5.0",
          "repository_url": "https://github.com/jgrss/geowombat",
          "versions_count": 4,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 233,
          "first_published_at": "2026-02-27T18:56:35.043848Z",
          "latest_published_at": "2026-07-17T09:21:52.537773Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 7
        }
      ]
    },
    "popularity": {
      "forks": 15,
      "stars": 200,
      "watchers": 6,
      "fork_history": {
        "days": [
          {
            "date": "2020-01-14",
            "count": 1
          },
          {
            "date": "2020-07-29",
            "count": 1
          },
          {
            "date": "2021-08-23",
            "count": 1
          },
          {
            "date": "2021-08-26",
            "count": 1
          },
          {
            "date": "2022-10-23",
            "count": 1
          },
          {
            "date": "2023-01-02",
            "count": 1
          },
          {
            "date": "2023-01-21",
            "count": 1
          },
          {
            "date": "2023-04-24",
            "count": 1
          },
          {
            "date": "2024-01-08",
            "count": 1
          },
          {
            "date": "2024-02-23",
            "count": 1
          },
          {
            "date": "2025-01-03",
            "count": 1
          },
          {
            "date": "2025-02-26",
            "count": 1
          },
          {
            "date": "2025-03-18",
            "count": 1
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2026-06-26",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 15,
        "total_forks": 15
      },
      "star_history": null,
      "open_issues_and_prs": 3
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "doc/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 90567,
      "source_files_sampled": 89,
      "oversized_source_files": 2,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 58,
        "malicious_count": 0,
        "assessed_package": "pypi:geowombat@2.5.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "dask",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "distributed",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "geopandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "joblib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "matplotlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.23,<3"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "pyproj",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "rasterio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "<1.5.0"
        },
        {
          "name": "retry",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "shapely",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "tqdm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "xarray",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "h5netcdf",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "h5py",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "cryptography",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        },
        {
          "name": "threadpoolctl",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rasterio",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cython",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "dask-ml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "folium",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "geoarray",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "myst-parser",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nbsphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "py-tools-ds",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydata-sphinx-theme",
            "direct": false,
            "version": "0.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyfftw",
            "direct": false,
            "version": "0.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytorch-tabnet",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ray",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "segment-anything",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "segmentation-models-pytorch",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-book-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-copybutton",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-bibtex",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "stackstac",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "torchgeo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "torchmetrics",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ultralytics",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 26,
        "direct_count": 3,
        "indirect_count": 23
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 201,
        "open_issues": 3,
        "closed_ratio": 0.972,
        "closed_issues": 104,
        "closed_unmerged_prs": 33
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "jgrss",
          "commits": 323,
          "avatar_url": "https://avatars.githubusercontent.com/u/6633570?v=4"
        },
        {
          "type": "User",
          "login": "mmann1123",
          "commits": 159,
          "avatar_url": "https://avatars.githubusercontent.com/u/5185364?v=4"
        },
        {
          "type": "User",
          "login": "sharonml",
          "commits": 7,
          "avatar_url": "https://avatars.githubusercontent.com/u/67285199?v=4"
        },
        {
          "type": "User",
          "login": "geohardtke",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/48337686?v=4"
        },
        {
          "type": "User",
          "login": "felix-chloris",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/121796919?v=4"
        }
      ],
      "contributors_sampled": 5,
      "top_contributor_share": 0.657
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "docs-pr.yml",
        "docs.yml",
        "publish.yml",
        "release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        ".flake8"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
            "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": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": null,
            "reason": "no dependencies found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "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": null,
            "reason": "No tokens found",
            "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": "ad054a431902dfdf448790483bf8c4b4c10d05cc",
        "ran_at": "2026-07-25T07:58:37Z",
        "aggregate_score": 5.1,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-17T14:39:37Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-17T14:31:27Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 251,
          "created_at": "2023-03-29T14:08:23Z",
          "last_comment_at": "2023-03-29T22:57:30Z",
          "last_comment_author": "jgrss"
        },
        {
          "number": 369,
          "created_at": "2026-07-20T21:04:21Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 370,
          "created_at": "2026-07-21T15:07:37Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/jgrss/geowombat",
    "host": "github.com",
    "name": "geowombat",
    "owner": "jgrss"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 72,
      "inputs": {
        "security": 61,
        "vitality": 77,
        "community": 57,
        "governance": 64,
        "engineering": 96
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 77,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "commits_last_year": 54,
              "human_commit_share": 1,
              "days_since_last_push": 7,
              "active_weeks_last_year": 9
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "9/52 weeks with commits",
                "points": 6.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 9
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "54 commits in the last year",
                "points": 15.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 54
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 68,
              "latest_release_tag": "v2.5.0",
              "releases_from_tags": false,
              "days_since_latest_release": 7,
              "mean_days_between_releases": 15.5
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "68 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 68
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~15.5 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 15.5
                    }
                  }
                ],
                "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": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 7,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 7 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 57,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "forks": 15,
              "stars": 200,
              "watchers": 6,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "200 stars",
                "points": 37.3,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 200
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "15 forks",
                "points": 9.6,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "6 watchers",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 40,
            "inputs": {
              "packages": [
                "geowombat"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 233
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "233 downloads/month across pypi",
                "points": 31.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 233,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 64,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.657
            },
            "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 66% of commits",
                "points": 7.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 66
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 93,
            "inputs": {
              "merged_prs": 201,
              "open_issues": 3,
              "closed_issues": 104,
              "issue_closed_ratio": 0.972,
              "closed_unmerged_prs": 33
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "97% of issues closed",
                "points": 45.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 97
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "201/234 decided PRs merged",
                "points": 32.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 201,
                      "decided": 234
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "followers": 84,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "jgrss",
              "public_repos": 19,
              "account_age_days": 4548
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "84 followers of jgrss",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 84,
                      "login": "jgrss"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "19 public repos, account ~12 yr old",
                "points": 21.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 19
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "packages": [
                "geowombat"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 7
            },
            "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 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "4 published versions",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "remote-sensing",
                "raster",
                "satellite",
                "geography",
                "python",
                "dask",
                "rasterio",
                "xarray"
              ],
              "has_wiki": true,
              "homepage": "https://geowombat.readthedocs.io",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://geowombat.readthedocs.io",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": 61,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Dangerous-Workflow, Packaging, Pinned-Dependencies, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 13,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 5,
              "scorecard_aggregate": 5.1
            },
            "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": "20 out of 20 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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:geowombat@2.5.0 runtime dependency closure — what installing the published package pulls in — 58 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:geowombat@2.5.0",
                  "assessed": 58
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 58,
              "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": 58,
              "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": 1
            },
            "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": 48,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.57,
              "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": "57 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 30.4,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 57,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "doc/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "doc/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "doc/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": ".flake8",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Jupyter Notebook",
              "largest_source_bytes": 90567,
              "source_files_sampled": 89,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Jupyter Notebook without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Jupyter Notebook"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/89 source files over 60KB",
                "points": 53.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 89,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": "2026-07-25T07:58:58.937578Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jgrss/geowombat.svg",
  "full_name": "jgrss/geowombat",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

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

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.