Öffentliches Register
Software-GesundheitsberichtSchema 0.23.0 · Metriken 1.13.0 · 2026-07-21 21:09 UTC

shoumikchow / bbox-visualizer

Make drawing and labeling bounding boxes a piece of cake

PythonMIT★ 412 Sterne⑂ 36 Forksseit Juni 2020Auf GitHub ansehen ↗

shoumikchow/bbox-visualizer erreicht einen Gesundheitsindex von 70 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (76/100) ab, am schwächsten bei AI Readiness (46/100). Zuletzt vor 4 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

70
gesamt / 100
Gut

Software-Gesundheitsindex

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

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

Bewertungsprofil

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

Eigentümerschaft

Shoumik ChowdhuryPersönliches Konto
46 Follower20 öffentliche Reposseit Dez. 2014@andium

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIbbox_visualizer1.0.139.8477vor 4 Tagenbbox-visualizerbounding-boxcomputer-visionvisualization

Metriken nach Kategorie

Vitalität

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

73Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 4 Tagen
4.2/36Commit-Rhythmus — 6/52 Wochen mit Commits
15.2/18Commit-Volumen — 48 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year48
human_commit_share1
days_since_last_push4
active_weeks_last_year6
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 7 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 4 Tagen
12.6/27Release-Rhythmus — ein Release etwa alle 353,3 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count7
latest_release_tagv1.0.1
releases_from_tagsnein
days_since_latest_release4
mean_days_between_releases353,3
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

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

73Gut · 18 % des Gesamtindex
Wie die Bewertung erfolgt
42.4/60Stars — 412 Stars
12.9/25Forks — 36 Forks
3.3/15Watcher — 5 Watcher
Verwendete Eingangsdaten
forks36
stars412
watchers5
growth_stateorganic
growth_factor_pct100
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein
Wie die Bewertung erfolgt
61.3/80Downloads pro Monat — 39.847 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesbbox_visualizer
dependents
ecosystemspypi
total_downloads
monthly_downloads39.847
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?

61Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
1.4/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 94 % der Commits
8.1/13.5Breite der Beitragenden — 6 Beitragende
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor1
contributors_sampled6
top_contributor_share0,937
Wie die Bewertung erfolgt
46.8/46.8Issue-Lösungsquote — 100 % der Issues geschlossen
34.5/38.3PR-Annahme — 56/62 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs56
open_issues0
closed_issues15
issue_closed_ratio1
closed_unmerged_prs6
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
12/25Reichweite des Inhabers — 46 Follower von shoumikchow
21.6/25Kontohistorie — 20 öffentliche Repos, Kontoalter ca. 11 Jahre
Verwendete Eingangsdaten
followers46
owner_typeUser
is_verified
owner_loginshoumikchow
public_repos20
account_age_days4.248
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 4 Tagen
20/20Versionshistorie — 7 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesbbox_visualizer
ecosystemspypi
any_deprecatednein
min_days_since_publish4

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

76Gut · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://bbox-visualizer.readthedocs.io
10/10Repository-Beschreibung
10/10Topics — 17 Topics
0/10Wiki
Verwendete Eingangsdaten
topicscomputer-vision, computer-vision-tools, cv, labeling, data-labeling, object-detection, object-recognition, bboxes, deep-learning, image-annotation, annotations, annotation, image-labeling, image-labeling-tool, bounding-boxes, bounding-box, boundingbox
has_wikinein
homepagehttps://bbox-visualizer.readthedocs.io
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

69Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/8 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
3/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,9
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

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

46Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
32/40Lesbare Commit-Historie — 60 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,6
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
10/10Belegte Agentenpraxis — 13 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
6/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesMakefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0,13
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/12 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes21.591
source_files_sampled12
oversized_source_files0
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples, notebooks
Verwendete Eingangsdaten
example_dirsexamples, notebooks
has_mcp_signalnein
api_schema_files

Eckdaten

412GitHub-Sterne
6Mitwirkende
48Commits, letzte 12 Monate
4Tage seit letztem Push
7Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • deps.dev does not index pypi:bbox_visualizer@1.0.1; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Weitere Details

Stern- und Fork-Verlauf 412 ★ / 36 ⇿
412Sterne
36Forks
5Releases

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.

0100200300400500412351822020-072023-072026-06
Major 0Minor 3Patch 2

Jeder Punkt umfasst 6 Tage.

OpenSSF Scorecard 6.9 / 10
6.9Gesamtwert

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 · 2026-07-21 21:09 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests9 out of 10 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
6Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 6
9SASTSAST tool is not run on all commits -- score normalized to 9
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 2
RegistryPaketVersionsvorgabeManifest
PyPIopencv-python>=4.8.1.78pyproject.toml
PyPInumpy>=1.19.0pyproject.toml
Alle Abhängigkeiten 13

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 2 direkte und 11 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPInumpydirekt
PyPIopencv-pythondirekt
PyPIbuildindirekt
PyPIhatchindirekt
PyPIhatch-fancy-pypi-readmeindirekt
PyPIhatch-vcsindirekt
PyPIhatchlingindirekt
PyPImkdocs-materialindirekt
PyPImkdocstringsindirekt
PyPIpytestindirekt
PyPIruffindirekt
PyPItwineindirekt
PyPItyindirekt
Abhängigkeits-Advisories nicht bewertet

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

JSON-Rohbericht maschinenlesbar
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          "author_name": "Shoumik Sharar Chowdhury",
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          "is_bot": false,
          "headline": "Clarify that _get_ink_metrics descent can be negative",
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          "is_bot": false,
          "headline": "Redraw cover with labels above all boxes",
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          "oid": "4a0ac09d0cfed0eb2162dad790c3bfb5f90a0d90",
          "body": "The pole rose height/4 above the box, which looks stubby on small boxes.\nFloor it at T_LINE_LENGTH (50px, matching the T-label stem) so small\nboxes get a visible pole; large boxes keep the proportional rise.",
          "is_bot": false,
          "headline": "Give the flag pole a minimum rise above the box",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-17T18:58:09Z",
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          "body": "…e flag\n\ncv2.getTextSize reports the font's nominal ascent, which overshoots the\ntallest glyphs by ~5px and lowercase-only text by ~11px, making label\nbackgrounds bottom-heavy. Replace _get_text_size with _get_ink_metrics,\nwhich renders the text once on a scratch canvas (cached) and measures the\nact\n[…]\n ascent/descent, so backgrounds get even padding on all sides.\n\nAlso start the flag pole 2px below the flag top: cv2 caps the 3px stroke\npast its endpoint, which poked a nub above the flag background.",
          "is_bot": false,
          "headline": "Size label backgrounds from real ink metrics; keep flag pole under th…",
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          "oid": "353fc58f56a5db2b1f23e98e4cf2c35e0cbcef3f",
          "body": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
          "is_bot": false,
          "headline": "Merge pull request #76 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-16T17:41:27Z",
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        },
        {
          "oid": "b4c67381487a2a7154b3b4717e34d0d4a49c9f34",
          "body": "…cv floor\n\n  - publish.yml: pass tag name via env instead of shell interpolation\n  - Pin all GitHub Actions to commit SHAs (with version comments)\n  - ruff.yml: scope write permissions to the autofix job\n  - pyproject.toml: raise opencv-python floor to >=4.8.1.78 (CVE-2023-4863, libwebp heap overflow in bundled builds)",
          "is_bot": false,
          "headline": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-16T17:36:09Z",
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        },
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          "oid": "4d83222d29df04f30c719dd8ae53c06b5ce0475a",
          "body": "Update docs for v1.0.0 changes",
          "is_bot": false,
          "headline": "Merge pull request #75 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:45:59Z",
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          "oid": "5acb2618b6416011a7c4932adbd92fcf3df6f33b",
          "body": "- Document COCO/YOLO bbox_format support in usage.md and update the\n  troubleshooting section that claimed VOC was the only format\n- List the runnable example scripts in index.md\n- State the Python 3.10 floor and replace the dead git:// clone URL\n  with HTTPS/SSH in installation.md",
          "is_bot": false,
          "headline": "Update docs for v1.0.0: bbox formats, examples, install fixes",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:43:54Z",
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        },
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          "oid": "3ec3b14f605ac3044e70edfde894a23c3201bf3d",
          "body": "Restore ValueError for None inputs in multi-object functions",
          "is_bot": false,
          "headline": "Merge pull request #74 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:31:23Z",
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        },
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          "oid": "010fbb6fa468a742133b8c43b33c0f717ff8f806",
          "body": "The len()-based empty checks from #73 raised TypeError for None inputs;\nguard None explicitly so the error contract stays consistent with\n_validate_bbox and _convert_bbox_to_voc.\n\nAddresses Copilot review comments on #73.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Restore ValueError for None bboxes/labels in multi-object functions",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T17:28:57Z",
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        },
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          "oid": "6d2023078f032b4de117e71ec208ff64c265235e",
          "body": "Fix numpy input handling and label placement from v1.0.0 review",
          "is_bot": false,
          "headline": "Merge pull request #73 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T06:26:03Z",
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        },
        {
          "oid": "e979e4f9ca51df643dbe25f9c14159ca325b1036",
          "body": "- Use len() checks instead of truthiness so numpy arrays of bboxes don't\n  raise \"truth value is ambiguous\"\n- Accept numpy integer color channels and normalize colors to built-in\n  ints in _validate_color (cv2 5.0 rejects numpy scalars)\n- Place labels above the box only when the full background fits, so the\n  background is never clipped at the image top\n\nAddresses Copilot review comments on #72.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix numpy input handling and label-above placement from PR review",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T06:24:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f9ff59062d72180dfbcede8054a874fb30f53c4a",
          "body": "Release v1.0.0",
          "is_bot": false,
          "headline": "Merge pull request #72 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T06:13:18Z",
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        },
        {
          "oid": "be9cb1c1524696271af22d3f5141f42e7230072c",
          "body": null,
          "is_bot": false,
          "headline": "style: format and lint code with Ruff",
          "author_name": "shoumikchow",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T06:09:28Z",
          "body_truncated": false,
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        },
        {
          "oid": "6b049eb6763de0b39829a8331b41f1f757dccaeb",
          "body": "Drop --locked from the CI uv sync steps. As a library, shipped installs\nare governed by pyproject.toml ranges, so CI should test against freshly\nresolved dependencies rather than pinned ones. This also fixes CI\nerroring on the lockfile, which was never tracked.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Resolve CI deps fresh instead of from a lockfile",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:58:58Z",
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        },
        {
          "oid": "4eb8a0df2e150384a03145dff43e1ea7506a0ee2",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Document logging control and per-box colors in README and usage docs",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:46:48Z",
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        },
        {
          "oid": "18dd0d43fde0f781e113254f9313f7a5d6601dc6",
          "body": "Set requires-python >=3.10 (3.9 is EOL) with matching ruff/ty targets\nand a refreshed lockfile. The new target enabled B905/UP038: zips over\nlength-validated lists now use strict=True. Remove .DS_Store files and\ngitignore them.",
          "is_bot": false,
          "headline": "Bump Python floor to 3.10 and clean up housekeeping",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:43:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6306d7ed61003c959fc0e11348ffd31a13baba8",
          "body": "Accept any 3-length sequence as a color (was tuple-only), drop the\npointless lru_cache on _validate_color, remove the np.array round-trip\nin add_multiple_labels, and delete a duplicate T-label fallback test\nthat claimed to cover the right edge but re-tested vertical space.",
          "is_bot": false,
          "headline": "Simplify validation and label internals",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:40:53Z",
          "body_truncated": false,
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        },
        {
          "oid": "6c66a522ffdc960cd3c7628fe0dcab89c92240b3",
          "body": "Unify CI into one workflow, keep Ruff auto-fix bot\n\ntest.yml: replace hand-rolled uv install with astral-sh/setup-uv and\nuv sync --locked, run make check so CI matches local. Matrix: 3.10,\n3.12, 3.14. Delete ty.yml (covered by make check). Slim ruff.yml down\nto its auto-fix PR job, using the locked ruff version.",
          "is_bot": false,
          "headline": "Updated commit message:",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:36:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3a03298a90c70019658982058480aa586d6fa12",
          "body": "bbox_color now accepts either a single BGR tuple (unchanged behavior,\nstill batched via cv2.polylines) or a sequence of one color per box,\nwhich falls back to per-box cv2.rectangle since polylines can't batch\nmultiple colors. A color list whose length doesn't match bboxes raises\nValueError.",
          "is_bot": false,
          "headline": "Add per-box colors to draw_multiple_rectangles",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:30:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ea5f6b97d224a827c482a62869a81068d3bfdcb",
          "body": "- add_T_label and draw_flag_with_label fallbacks now forward size,\n  thickness, draw_bg, and colors to add_label instead of dropping to\n  defaults\n- draw_flag_with_label sizes its label background from real text\n  metrics via _get_text_size (moved to _utils.py) instead of a\n  hardcoded size-1 measur\n[…]\n  output shifts by 1-2 px vs previous releases\n- Collapse add_label's duplicated top/inside branches (Phase 6 item)\n- Tests: bg-contains-text at size=2 incl. descenders; fallback keeps\n  caller colors",
          "is_bot": false,
          "headline": "Fix label layout: real text metrics, descender overflow, box alignment",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:24:45Z",
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        },
        {
          "oid": "848b70ee6e01050c696198609b561cd0ab6e5f53",
          "body": "Remove suppress_warnings and warnings_suppressed; flags.py now logs\nthrough logging.getLogger(__name__). Silence warnings with:\nlogging.getLogger(\"bbox_visualizer\").setLevel(logging.ERROR)",
          "is_bot": false,
          "headline": "Replace warning suppression API with a module logger (breaking)",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:06:56Z",
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          "is_coding_agent": false
        },
        {
          "oid": "6819627fb1c2b04a5c6d3381403ccbba7bd6b826",
          "body": "All public functions now return a new image and never modify the input.\nPreviously draw_rectangle copied but add_label, add_T_label, and\ndraw_flag_with_label drew on the caller's array in place.\n\n- Copy the input image in add_label, add_T_label, draw_flag_with_label\n- Drop the redundant copy in add_\n[…]\nEADME\n- Add parametrized purity test covering all public functions\n- Fix test_add_label, which only passed because earlier in-place calls\n  left pixels behind (black text on black image draws nothing)",
          "is_bot": false,
          "headline": "Make all drawing functions pure (breaking)",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T05:02:49Z",
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        {
          "oid": "e3ca468a806fd46cd51632b3f5f142f23d2555e4",
          "body": "Float CI test matrix to floor + latest ('3.9', '3.x') so it auto-follows\nnew Python releases, and remove the Python version classifiers from\npyproject.toml. requires-python still gates installs.",
          "is_bot": false,
          "headline": "Drop per-release Python version maintenance",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-07-08T04:33:23Z",
          "body_truncated": false,
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        },
        {
          "oid": "7568b343120603a3dc4c7dfad035377feb2d4cee",
          "body": null,
          "is_bot": false,
          "headline": "Fix type and add ty to Makefile for type checking",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-06-12T01:41:34Z",
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          "oid": "7f552171f4b8ce4cf54dddb12e00c13fdb27edaa",
          "body": null,
          "is_bot": false,
          "headline": "Add support for python 3.13 and python 3.14",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-06-11T06:13:34Z",
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        {
          "oid": "3dd1e13a4c5090e14baedb9b48cd5767198ea167",
          "body": null,
          "is_bot": false,
          "headline": "Cleanup README",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-06-11T06:02:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7062ed06e1b224362da581e5cf018ffc1948d587",
          "body": null,
          "is_bot": false,
          "headline": "Fix ruff formatting",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-06-11T05:45:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e5efff70b0631678cc48d98e4ce1bf576bd9a8b",
          "body": null,
          "is_bot": false,
          "headline": "Add COCO and YOLO formats for bounding boxes",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-06-11T05:43:15Z",
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        },
        {
          "oid": "2b0c37596e0400d89ba0629003eaad91e0493e18",
          "body": null,
          "is_bot": false,
          "headline": "Clean up examples, README.md",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-05-06T04:33:34Z",
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        },
        {
          "oid": "e751d04f75d3c08f8a1514cb1df2c6c23f6d72ef",
          "body": "Merge dev into master",
          "is_bot": false,
          "headline": "Merge pull request #70 from shoumikchow/dev",
          "author_name": "Shoumik Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:57:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e5b080b640dc6109b0928178511cfd6c0ca699e",
          "body": "Add contents: read permission to build, test, and typecheck jobs\nto address CodeQL security warnings about unlimited GITHUB_TOKEN permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): add explicit permissions to workflow jobs",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:49:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "662d4c02fcfb3bda97b3faae62279ebd531902e8",
          "body": "Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): trigger workflows on master branch instead of main",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:34:38Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0cba70e82d013ed15a86cfa721f99bdf437e0694",
          "body": "ty needs opencv-python and numpy installed to resolve imports.\nAlso renamed workflow to \"Type Check\" for consistent Title Case naming.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): install dependencies for ty type checker",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:22:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c1adbe508d0e91eb2e6fcd49a60ec7cf69cd813f",
          "body": "- Non-opaque: use cv2.polylines() to draw all rectangles in single call\n- Opaque: draw all filled rectangles on one overlay, then single alpha blend\n- Achieves 3-40x speedup depending on image size and box count\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: optimize draw_multiple_rectangles with batched operations",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T06:08:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "62d690b6ddb48879b2ab7792dfa79ebc0e23776e",
          "body": "- Remove unused BROWSER_PYSCRIPT\n- Remove bump-version (handled by hatch-vcs)\n- Remove release command (handled by GitHub Actions)\n- Update docs targets for MkDocs\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: clean up Makefile",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T05:06:40Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d89c3b1096f3d964f475800ce278eda94aa35bca",
          "body": "- Replace Sphinx with mkdocs-material and mkdocstrings\n- Convert RST files to Markdown\n- Update .readthedocs.yaml for MkDocs build\n- Update pyproject.toml docs dependencies\n- Fix docstring format in warnings_suppressed for better rendering\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: migrate from Sphinx to MkDocs Material",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T05:06:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "24ae7bdea0f7d393fdcc003fa83e120557eb9993",
          "body": "- Add ty to dev dependencies in pyproject.toml\n- Configure ty for Python 3.9 target version\n- Add GitHub Actions workflow for type checking\n- Fix return type annotation in labels.py to match cv2 stubs\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: add ty type checker with CI workflow",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-29T04:05:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "369532e1d80d61ac2604e729673e5218d44bf2ae",
          "body": "- Update test functions to use draw_box and draw_multiple_boxes\n- Add test to verify aliases work correctly\n- Update example notebooks to use new preferred function names\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: update tests and examples to use draw_box naming",
          "author_name": "Shoumik Sharar Chowdhury",
          "author_login": "shoumikchow",
          "committed_at": "2026-01-22T19:00:22Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "978bbe55a5eab86feacba97b81e4c6270fa76cdb",
          "body": "…ames\n\nIntroduce draw_box and draw_multiple_boxes as the new preferred API\nwhile keeping draw_rectangle and draw_multiple_rectangles as aliases\nfor backward compatibility. Both naming conventions work identically.\n\n- Add function aliases in rectangle.py\n- Export new names in __init__.py files\n- Update README and docs to use new function names\n- Add notes explaining both naming conventions still work\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feature: add draw_box and draw_multiple_boxes as preferred function n…",
          "author_name": "Shoumik Sharar Chowdhury",
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          "avatar_url": "https://avatars.githubusercontent.com/u/10058982?v=4"
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        {
          "type": "User",
          "login": "nefelipar",
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          "login": "ImgBotApp",
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          "avatar_url": "https://avatars.githubusercontent.com/u/31427850?v=4"
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        {
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          "type": "User",
          "login": "sc0v0ne",
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          "avatar_url": "https://avatars.githubusercontent.com/u/56802572?v=4"
        },
        {
          "type": "User",
          "login": "shreyasvedpathak",
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      "ci_workflows": [
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      "has_linter_config": false,
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      "scorecard": {
        "checks": [
          {
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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          {
            "name": "Branch-Protection",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
            "name": "CI-Tests",
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            "reason": "9 out of 10 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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            "name": "CII-Best-Practices",
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            "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"
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            "reason": "Found 0/8 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
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          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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          {
            "name": "Packaging",
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            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
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            "reason": "dependency not pinned by hash detected -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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            "name": "SAST",
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            "reason": "SAST tool is not run on all commits -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "name": "Security-Policy",
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "name": "Signed-Releases",
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "name": "Token-Permissions",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "name": "Vulnerabilities",
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            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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  "metrics": {
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      "key": "overall",
      "band": "good",
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      "note": null,
      "notes": [],
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        "vitality": 73,
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      "components": []
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        "key": "vitality",
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            "key": "development_activity",
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            "note": null,
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                "key": "commit_volume",
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                "points": 15.2,
                "status": "partial",
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                "key": "openssf_scorecard_maintained",
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                "key": "ships_releases",
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                "key": "openssf_scorecard_signed_releases",
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            "key": "abandonment",
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            "note": null,
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              "declared_reason": null,
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        "band": "good",
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        "value": 73,
        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
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            "note": null,
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              "growth_state": "organic",
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            "components": [
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                "key": "stars",
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                "points": 42.4,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                "key": "forks",
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                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
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                "points": 3.3,
                "status": "partial",
                "details": [
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                    "code": "watchers",
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                "max_points": 15
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          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
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                "max_points": 22.5
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                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
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                    "params": {}
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                  {
                    "code": "license_spdx",
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                "max_points": 22.5
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                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
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              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 6.3
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            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "good",
            "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": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 77,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 39847
            },
            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "39,847 downloads/month across pypi",
                "points": 61.3,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 39847,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 61,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "bus_factor",
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                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 94% of commits",
                "points": 1.4,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                      "share": 94
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "6 contributors",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "merged_prs": 56,
              "open_issues": 0,
              "closed_issues": 15,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 6
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "56/62 decided PRs merged",
                "points": 34.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 56,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "followers": 46,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "shoumikchow",
              "public_repos": 20,
              "account_age_days": 4248
            },
            "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": "46 followers of shoumikchow",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 46,
                      "login": "shoumikchow"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "20 public repos, account ~11 yr old",
                "points": 21.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 20
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "bbox_visualizer"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "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"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "7 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
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              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "9 out of 10 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "computer-vision",
                "computer-vision-tools",
                "cv",
                "labeling",
                "data-labeling",
                "object-detection",
                "object-recognition",
                "bboxes",
                "deep-learning",
                "image-annotation",
                "annotations",
                "annotation",
                "image-labeling",
                "image-labeling-tool",
                "bounding-boxes",
                "bounding-box",
                "boundingbox"
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              "has_wiki": false,
              "homepage": "https://bbox-visualizer.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://bbox-visualizer.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": "17 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 17
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 69,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 69,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.9
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 10 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/8 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 6",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 46,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.6,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
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            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
                    "params": {}
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                ],
                "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": "60 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 32,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
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                      "sampled": 100
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
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              "agent_commit_share": 0.13,
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              "dependency_bot_commit_share": 0
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            "components": [
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                "key": "one_command_bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
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                "max_points": 18
              },
              {
                "key": "automated_tests",
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                "points": 22,
                "status": "met",
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              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
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              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "13 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
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                  }
                ],
                "max_points": 10
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              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
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                "status": "missed",
                "details": [
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                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
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            ]
          },
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            "key": "ai_code_legibility",
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            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
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              "source_files_sampled": 12,
              "oversized_source_files": 0
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            "components": [
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                "key": "type_checkable_code",
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                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_typecheck_config_language",
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/12 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
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                    "code": "oversized_source_files",
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                      "sampled": 12,
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                  }
                ],
                "max_points": 55
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            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "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": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, 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": [
    "deps.dev does not index pypi:bbox_visualizer@1.0.1; advisories assessed against the repository dependency graph instead",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:09:37.077347Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shoumikchow/bbox-visualizer.svg",
  "full_name": "shoumikchow/bbox-visualizer",
  "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 v0.23.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.