Öffentliches Register
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-23 00:03 UTC

seruva19 / ayase

Modular media quality metrics toolkit.

PythonMIT★ 0 Sterne⑂ 0 Forksseit März 2026Auf GitHub ansehen ↗

seruva19/ayase erreicht einen Gesundheitsindex von 8 von 100 und liegt damit im Bereich Kritisch. Am stärksten schneidet es bei Engineering Quality (66/100) ab, am schwächsten bei Security (8/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

8
gesamt / 100
Kritisch

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.

8
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.

Die Richtlinie für Hochrisikojurisdiktionen wendet einen Multiplikator von 20 % auf die gewichtete Gesamtgesundheit an und begrenzt sie auf die Obergrenze Gefährdet von 49.

Eigentümerschaft

seruva19Persönliches Konto
29 Follower8 öffentliche Reposseit März 2017

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIayase0.1.67-65vor 0 Tagenaicomputer-visiondatasetimagemetricsmlquality-assessmentvideovqa

Metriken nach Kategorie

Vitalität

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

45Gefährdet · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
11.1/36Commit-Rhythmus — 16/52 Wochen mit Commits
18/18Commit-Volumen — 183 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_year183
human_commit_share1
days_since_last_push0
active_weeks_last_year16
Wie die Bewertung erfolgt
0/27Liefert Releases aus — keine Releases veröffentlicht
0/36Release-Aktualität — keine Releases
0/27Release-Rhythmus — keine Releases
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count0
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?

33Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
0/60Stars — 0 Stars
0/25Forks — 0 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

36Gefährdet · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits
1.4/13.5Breite der Beitragenden — 1 Beitragende
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Verwendete Eingangsdaten
bus_factor1
contributors_sampled1
top_contributor_share1
Wie die Bewertung erfolgt
0/46.8Issue-Lösungsquote — keine Issues oder keine Daten
0/38.3PR-Annahme — keine entschiedenen Pull Requests oder keine Daten
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Issue-Lösungsquote, PR-Annahme. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
10.6/25Reichweite des Inhabers — 29 Follower von seruva19
18.9/25Kontohistorie — 8 öffentliche Repos, Kontoalter ca. 9 Jahre
Verwendete Eingangsdaten
followers29
owner_typeUser
is_verified
owner_loginseruva19
public_repos8
account_age_days3.400
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 0 Tagen
20/20Versionshistorie — 65 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesayase
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

66Mittel · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 1 Workflow(s)
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — keine Daten
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: CI-Tests. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

8Kritisch · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — keine Daten
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3,9
high_risk_jurisdiction_cap49
high_risk_jurisdiction_multiplier20
security_posture_after_multiplier8
security_posture_before_jurisdiction39
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): ci_tests, packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert. Die Richtlinie für Hochrisikojurisdiktionen wendet einen Multiplikator von 20 % an und begrenzt die Sicherheitslage auf die Obergrenze Gefährdet von 49.

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.

58Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md
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_filesAGENTS.md
agent_instruction_max_bytes27.045
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — src/ayase/py.typed
10/10Reproduzierbare Umgebung — Dockerfile
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_confignein
typecheck_configssrc/ayase/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (src/ayase/py.typed)
54.8/55Handhabbare Dateigrößen — 3/795 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes100.879
source_files_sampled795
oversized_source_files3
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalnein
api_schema_files

Eckdaten

0GitHub-Sterne
1Mitwirkende
183Commits, letzte 12 Monate
0Tage seit letztem Push
0Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:ayase@0.1.67; advisories assessed against the repository dependency graph instead

Weitere Details

OpenSSF Scorecard 3.9 / 10
3.9Gesamtwert

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 · 2026-07-23 00:03 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
k. A.CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update 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
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 75
RegistryPaketVersionsvorgabeManifest
PyPItyper>=0.12.0,<1.0pyproject.toml
PyPIrich>=13.7.0,<15.0pyproject.toml
PyPIpydantic>=2.5.0,<3.0pyproject.toml
PyPIpydantic-settings>=2.1.0,<3.0pyproject.toml
PyPIopencv-python>=4.9.0,<5.0pyproject.toml
PyPIpillow>=10.2.0,<13.0pyproject.toml
PyPInumpy>=1.24.0,<3.0pyproject.toml
PyPItqdm>=4.66.0,<5.0pyproject.toml
PyPIpyarrow>=15.0.0,<23.0pyproject.toml
PyPIpandas>=2.1.0,<3.0pyproject.toml
PyPIimageio>=2.33.0,<3.0pyproject.toml
PyPIimageio-ffmpeg>=0.4.9,<1.0pyproject.toml
PyPItextual>=0.52.0pyproject.toml
PyPItorch>=2.1.0,<2.11pyproject.toml
PyPItorchvision>=0.16.0,<0.26pyproject.toml
PyPItorchaudio>=2.1.0,<2.11pyproject.toml
PyPItransformers>=4.45.0,<5.0pyproject.toml
PyPIqwen-vl-utils>=0.0.8pyproject.toml
PyPIhuggingface-hub>=0.20.0,<2.0pyproject.toml
PyPIsafetensors>=0.4.0pyproject.toml
PyPItimm>=0.9.12pyproject.toml
PyPIeinops>=0.7.0pyproject.toml
PyPIftfy>=6.0pyproject.toml
PyPIregex>=2024.0.0pyproject.toml
PyPIiopath>=0.1.10,<0.2pyproject.toml
PyPIpytorchvideo>=0.1.5,<0.2pyproject.toml
PyPIlpips>=0.1.4pyproject.toml
PyPIopen-clip-torch>=2.24.0pyproject.toml
PyPIpyiqa>=0.1.13,<1.0pyproject.toml
PyPIscipy>=1.11.0pyproject.toml
PyPIscikit-image>=0.19.0pyproject.toml
PyPIscikit-video>=1.1.11pyproject.toml
PyPIdecord>=0.6.0pyproject.toml
PyPIv-stream>=0.1.2pyproject.toml
PyPIprdc>=0.2pyproject.toml
PyPIscikit-learn>=1.3.0pyproject.toml
PyPIjoblib>=1.3.0pyproject.toml
PyPInumba>=0.58.0pyproject.toml
PyPImatplotlib>=3.7.0pyproject.toml
PyPIcolour-science>=0.4.0pyproject.toml
PyPIPyWavelets>=1.3.0pyproject.toml
PyPIpyrtools>=1.0.9pyproject.toml
PyPIPyYAML>=6.0pyproject.toml
PyPIrequests>=2.31.0pyproject.toml
PyPIscenedetect>=0.6.5,<1.0pyproject.toml
PyPIomegaconf>=2.3.0pyproject.toml
PyPInltk>=3.8.0pyproject.toml
PyPIaccelerate>=0.25.0pyproject.toml
PyPIdiffusers>=0.25.0pyproject.toml
PyPIpaddlepaddle>=3.0pyproject.toml
PyPIpaddleocr>=3.0pyproject.toml
PyPIpython-Levenshtein>=0.21.0pyproject.toml
PyPIfaster-whisper>=1.2.0,<2.0pyproject.toml
PyPImsclap>=1.3.4,<2.0pyproject.toml
PyPIaudiobox_aesthetics>=0.0.4,<0.1.0pyproject.toml
PyPImediapipe>=0.10.0,<1.0pyproject.toml
PyPIrtmlib>=0.0.13pyproject.toml
PyPIinsightface>=0.7.0pyproject.toml
PyPIonnxruntime>=1.14.0pyproject.toml
PyPIultralytics>=8.0.0,<9.0pyproject.toml
PyPIinvisible-watermark>=0.2.0pyproject.toml
PyPIlibrosa>=0.10.0pyproject.toml
PyPImuq>=0.1.0pyproject.toml
PyPImoviepy>=1.0.3,<2.0pyproject.toml
PyPIpyloudnorm>=0.1.1,<1.0pyproject.toml
PyPIpython_speech_features>=0.6,<1.0pyproject.toml
PyPIsoundfile>=0.12.0pyproject.toml
PyPItorchmetrics>=1.0.0pyproject.toml
PyPItransnetv2-pytorch>=1.0.0pyproject.toml
PyPIumap-learn>=0.5.0pyproject.toml
PyPIwget>=3.2,<4.0pyproject.toml
PyPIsetuptools>=69,<70pyproject.toml
PyPItomli>=2.0.1,<3.0pyproject.toml
PyPItomli-w>=1.0.0,<2.0pyproject.toml
PyPItyping_extensions>=4.0.0pyproject.toml
Alle Abhängigkeiten nicht erhoben

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

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 15112,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 4084538,
        "Dockerfile": 1694
      },
      "pushed_at": "2026-07-22T21:28:40Z",
      "created_at": "2026-03-02T21:52:24Z",
      "owner_type": "User",
      "updated_at": "2026-07-22T21:28:50Z",
      "description": "Modular media quality metrics toolkit.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "User",
      "login": "seruva19",
      "company": null,
      "location": "St. Petersburg, Russia",
      "followers": 29,
      "avatar_url": "https://avatars.githubusercontent.com/u/26826215?v=4",
      "created_at": "2017-03-31T21:07:11Z",
      "is_verified": null,
      "public_repos": 8,
      "account_age_days": 3400
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [],
      "recent_commits": [
        {
          "oid": "5a2d6bc98de79e44c860c20d1bc0354879b8316b",
          "body": "…imitive",
          "is_bot": false,
          "headline": "release: ayase 0.1.67 - flow.raft_flow_field dense RAFT flow-field pr…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-22T21:24:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a782cd169073b101e5ef563fddb4f4b3b0be955b",
          "body": "…ntrolled geometry test",
          "is_bot": false,
          "headline": "docs: qualify expression_following identity-invariance claim after co…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-20T08:50:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a55cb613dbc7ba34c2bbbee33ce1b64cf1cf32e",
          "body": "…delbench VILA judge archive",
          "is_bot": false,
          "headline": "release: ayase 0.1.66 - expression_following metric + trimmed worldmo…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-20T08:22:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08c82b726525649972a4235ab907cd4d0a83955d",
          "body": null,
          "is_bot": false,
          "headline": "release: ayase 0.1.65",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-13T16:06:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14057fa9f954e2f4de7199223a30101549324d43",
          "body": null,
          "is_bot": false,
          "headline": "feat(cli): add interactive metric help catalog",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-13T14:56:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f944f353f3a2d487bffddc91d3ca5ee58398b82c",
          "body": null,
          "is_bot": false,
          "headline": "feat(metrics): add native video benchmarks and RQ-VQA",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-13T14:07:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1da902d8ab99b8b135e9fcc0e1e4217c4abfcd6",
          "body": "…ndored GroundingDINO/SAM/SAM2/VideoMAEv2/Q-Align/CoTracker3; changelog backfill 0.1.61-0.1.63",
          "is_bot": false,
          "headline": "bump: ayase 0.1.64 - VMBench 5 motion axes (OIS/MSS/PAS/CAS/TCS) + ve…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:43:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7ad0b1b3fb67f62d671848677582a52724d1120",
          "body": "…led_offline weights, updated PAS/TCS backend notes)",
          "is_bot": false,
          "headline": "regenerate METRICS.md/MODELS.md + charts after CoTracker3 rewire (sca…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:35:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87a2f1a91b6e42ee4ff7e5a200bbdafc5eaec090",
          "body": "…exact tracker) in place of BootsTAPIR; faithful per-point tracks + visibility for the amplitude and vanish/emerge scoring",
          "is_bot": false,
          "headline": "rewire vmbench_pas and vmbench_tcs to vendored CoTracker3 (VMBench's …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:30:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aebb02762ac5c74f83edd2f2f28e71f9e2a89dab",
          "body": "…(window_len=60) + predictor with grid/segm_mask sampling and backward tracking; weight scaled_offline.pth from GD-ML/VMBench on HF, no new deps",
          "is_bot": false,
          "headline": "vendor CoTracker3 offline in-tree, pure-torch: CoTrackerThreeOffline …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:30:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "44febd8f703fa5376198e3800c7a8343e7ce0636",
          "body": "…ect_integrity, vmbench_mss/pas/cas/tcs)",
          "is_bot": false,
          "headline": "regenerate METRICS.md/MODELS.md/README + charts for VMBench axes (obj…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:00:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0360e67b6d383a06b32756f702ddd813814d3a20",
          "body": "…les (GD-ML/VMBench, q-future/one-align, bootstapir, rtmlib weights) so they appear in MODELS.md and pass docs-integrity",
          "is_bot": false,
          "headline": "declare class-level models metadata for vendored VMBench/Q-Align modu…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T19:00:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c36051ca8c4ec6280c21cb788415fa54daa8f26",
          "body": "…er (explicit Hiera-L config), in-memory init_state, image+video predictors; iopath/CUDA-ext removed; weight sam2.1_hiera_large.pt from GD-ML/VMBench on HF",
          "is_bot": false,
          "headline": "vendor SAM2 (Hiera-Large) model in-tree, pure-torch: hydra-free build…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:41:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ae4e31c70a338dd9fbd5abb08ac54f86205d8c5",
          "body": "…frame grounding + SAM2 in-memory mask propagation + in-tree BootsTAPIR track/visibility in place of CoTracker, verbatim vanish/emerge object counting, (vanish+emerge)/2)",
          "is_bot": false,
          "headline": "add vmbench_tcs module (VMBench Temporal Coherence: GroundingDINO key…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:38:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e627081fca6578e467b4d53afa9a18a8add30c4",
          "body": "…nded-SAM-2 MaskDictionaryModel IoU id-assignment) + sam2 reset_state helper",
          "is_bot": false,
          "headline": "vendor VMBench TCS scoring (verbatim vanish/emerge classifiers + Grou…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:38:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "650b1b6b2d2266fea1c9cfba8c79c815da8423e5",
          "body": "…_g 5-level ordinal head, CAS = sum(softmax(logits)*[0,.25,.5,.75,1]); + temporal_coherence_score/commonsense_adherence_score model fields)",
          "is_bot": false,
          "headline": "add vmbench_cas module (VMBench Commonsense Adherence: VideoMAEv2 vit…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:32:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bf09c3aa275a096e9ea46e6904993abc05f9c8c",
          "body": "…e VisionTransformer + tubelet patch-embed + vit_giant_patch14_224 builder, timm-layers compat, no timm registry/mmaction; weights vit_g_vmbench.pt from GD-ML/VMBench on HF, no new deps",
          "is_bot": false,
          "headline": "vendor VideoMAEv2 (ViT-giant) in-tree, pure-torch: clean-room finetun…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:32:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54e0ee41993268334ff1cdebceeca723a1925021",
          "body": "…subject grounding + SAM mask + in-tree BootsTAPIR grid tracking in place of CoTracker, verbatim diagonal-normalised motion-degree, subject-minus-background)",
          "is_bot": false,
          "headline": "add vmbench_pas module (VMBench Perceptible Amplitude: GroundingDINO …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:06:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff40375afa2657c61d46acf151806888df9d3510",
          "body": "…form-attn python fallback, stdlib SLConfig config loader, box-prompted SAM predict_torch; weights from GD-ML/VMBench on HF, no new deps",
          "is_bot": false,
          "headline": "vendor GroundingDINO (SwinB) and SAM (ViT-H) in-tree, pure-python: de…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T18:06:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ebb36819bf4a34c2d10291a3aea97c62ffd004b",
          "body": "…mp over centred sliding windows, verbatim artifact/threshold aggregation)",
          "is_bot": false,
          "headline": "add vmbench_mss module (VMBench Motion Smoothness: Q-Align quality-ju…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T17:32:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da8e4bd1e8ca84f05226796aa3454c6b5a4862f2",
          "body": "…e-4.48 llama primitives from v4.36.2, fix icecream/Cache/output-class/logger imports; load via native .score() with weights from q-future/one-align",
          "is_bot": false,
          "headline": "vendor Q-Align (mplug_owl2) in-tree with transformers-4.56 compat: pr…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T17:26:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5ca5ce87bd338a2490f4706810e097e8a445748",
          "body": "…angle temporal integrity on rtmlib RTMPose backend, no mmpose/CUDA)",
          "is_bot": false,
          "headline": "add object_integrity module (VMBench OIS: verbatim bone-length/joint-…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T16:35:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17203489c4a75e78e3d2a10507a52ee278002f14",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.63 - clip_image_similarity video support",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T15:20:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8f80d6f6dd2a6b311b67f47b9f8d9f386c13051",
          "body": "… sampled frames; was image-only, skipped video)",
          "is_bot": false,
          "headline": "add video-frame support to clip_image_similarity (average CLIP-I over…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T15:20:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a585f0a1cabed8d0cccabce8ab66d3d697200a31",
          "body": "…, no dataset)",
          "is_bot": false,
          "headline": "bump: ayase 0.1.62 - standalone lip_sync LSE-C/LSE-D (bundled SyncNet…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:58:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ba5e736294347c4ff06341f39a285ae58a7050f",
          "body": "…ts); drop external syncnet-package dependency",
          "is_bot": false,
          "headline": "rewire lip_sync to the bundled reference-free SyncNet (mirrored weigh…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:58:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86f5e5d7a8a30b52e7d6061c9999402969f2e3dc",
          "body": "…person_count",
          "is_bot": false,
          "headline": "bump: ayase 0.1.61 - rtmpose_fidelity pose metric (rtmlib) + LSE-D + …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:28:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ca242a86dca26279eb14d0c39847de4a4156934",
          "body": "…odels mirror); surface LSE-D in verse_bench; add person_count to object_detection",
          "is_bot": false,
          "headline": "add rtmpose_fidelity module (RTMPose via rtmlib, weights from ayase-m…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-10T14:28:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d134da39eda598d7daa252fd7870848b9c66354",
          "body": "…vqa2 provisional; gate real-weight tests",
          "is_bot": false,
          "headline": "revive vqinsight (real Q-Insight backend, GPU-verified); wire aigvqa/…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "151b225aff968db43cdc84875050ebca670854dd",
          "body": "… + how to revive)",
          "is_bot": false,
          "headline": "document 33 provisional modules with REVIVAL NOTES (why unimplemented…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52a3ec89e45321da736aaaad87f2cea66589e006",
          "body": "… in Experimental section",
          "is_bot": false,
          "headline": "add provisional flag: exclude 36 no-backend modules from counts, list…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fa489c9be5d02f73feb4e5d83c1a62710a873a7c",
          "body": "…X); add p1204 RF model",
          "is_bot": false,
          "headline": "revive st_mad/speedqa classical ports + trajan torch port (7e-7 vs JA…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "681184cc1dcf55f4337b6b721db3e11c87f0cef4",
          "body": "… honest-unavailable; consolidate mdvqa_score",
          "is_bot": false,
          "headline": "revive mc360iqa/vfips/provqa/mdvqa with real backends; serfiq/gamival…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "090d8ca7f50ee3c30bec7283e5354273dfe26dc2",
          "body": "…stablevqa, zoomvqa, chronomagic); fix decord bridge leak",
          "is_bot": false,
          "headline": "revive 6 modules with real backends (stream_metric, simplevqa, sama, …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "868d8136dd0ce2a1f7185c8c8ad76e45cefe7050",
          "body": "…he flag, VideoCapture leaks, save_state, failure markers)",
          "is_bot": false,
          "headline": "fix real-backend and cache bugs (inference contracts, frame-view, cac…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c810cdd2f75c675402d61a64e7839460a7b671d4",
          "body": "…from counts, model-id false positives)",
          "is_bot": false,
          "headline": "regen docs; fix generators (unavailable metrics, provenance excluded …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "405fb38e0666135b568b1ce15681c641b064e7c0",
          "body": null,
          "is_bot": false,
          "headline": "tests: assert no-heuristic None semantics; fix test_mode env leak",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88d343b7791ea7e4c376a4f94517532403ce8a35",
          "body": "… Sample.metadata",
          "is_bot": false,
          "headline": "cleanup: gut proxy modules, fix InsightFace BGR, videoscore head, add…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c32b6ca26c7dcb9d604644faef9f44a4ec35d0b7",
          "body": "…amerabench, av_desync, av_align, opens2v, anatomy_check, grid_layout)",
          "is_bot": false,
          "headline": "add 9 metric modules (vision_reward, physics_iq, camera_trajectory, c…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a2708feacb29c84c149ba8f4c5ca8906417fc04",
          "body": "…ring; wire real msswd/sfid",
          "is_bot": false,
          "headline": "no-heuristic sweep for modules M-Z; fix RAFT range in temporal_flicke…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T16:46:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7de3f75583a4a052c55b946791cd0bee57038d70",
          "body": "…d or None, backend provenance, device resolution, shared backbones, frame cache adoption",
          "is_bot": false,
          "headline": "remove heuristic and proxy tiers from metric modules A-M: real backen…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-07T00:09:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3751f5acb432e6c1b2eb1e6ab0c94af7b82198a",
          "body": "…ame cache, stable fingerprints, config merge",
          "is_bot": false,
          "headline": "fix pipeline provenance, module failure retry, hook revert, shared fr…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T23:21:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c23480b80cd0af102cbdbeab292355fa066d66e",
          "body": null,
          "is_bot": false,
          "headline": "fix TUI event-loop blocking and config/CLI/scanner bugs from repo review",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T22:57:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1fccb08228375a0826ff1ef53e9cdd43c6d33746",
          "body": "…inputs compute",
          "is_bot": false,
          "headline": "bump: ayase 0.1.60 - dreamsim reference mode samples frames so video …",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T20:40:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a773e1aa6a11483b7d5ce3a741e70cdbc1ae10b",
          "body": "… the metric populates",
          "is_bot": false,
          "headline": "bump: ayase 0.1.59 - fix dreamsim preprocess double batch + device so…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T20:21:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0cbc4c198a61c26bb968e4bd00508b6cafc915a8",
          "body": null,
          "is_bot": false,
          "headline": "Update release docs for 0.1.58",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T14:50:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3543ed91c9b35033f607ae9208a3f23fc8b464ce",
          "body": null,
          "is_bot": false,
          "headline": "cache DreamSim DINO backbone from model mirror",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-06T14:37:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "97768194c68495fc831cd7a9dbd11fa3bb75c9d9",
          "body": "…els mirror",
          "is_bot": false,
          "headline": "bump: ayase 0.1.57 - dino_face_identity DINOv2 weights from ayase-mod…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-03T22:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfde0a08d92b32b247dcadf48577a45a35a1a9e5",
          "body": "…g installs",
          "is_bot": false,
          "headline": "bump: ayase 0.1.56 - raise torch ceiling to <2.11 for cu12 GPU-workin…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-03T13:53:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "718ca864107263631c312d6d808ee13bc165723f",
          "body": null,
          "is_bot": false,
          "headline": "fix wrong claims",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-07-01T23:56:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59eb3a61d33c1d5a1ccaf3ec9f4b27fbf5341005",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.55",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-29T17:21:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd778c05f20d91336a3fd352ab2cb7d411088e6d",
          "body": null,
          "is_bot": false,
          "headline": "fix(flow): cap RAFT input resolution to avoid CUDA OOM on HD clips",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-29T17:19:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1bf242cd03d7dd8efd82b87487cab75bfd3bdbcc",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.54",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T18:00:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "099b1b6d23ccd04dd20efc9445990048c5623bdd",
          "body": "…ith a warning",
          "is_bot": false,
          "headline": "pipeline: drop unknown metric keys from older state caches on load, w…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T17:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c275bc949d352779dd5ab17eaa70900e0e2e024b",
          "body": "…ps; drop dead placeholder fields",
          "is_bot": false,
          "headline": "metrics: migrate all module metric groups into per-module metric_grou…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T17:03:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02afd8e7f5dc607fe623e89f00f373759b951b51",
          "body": "…-group consistency tests",
          "is_bot": false,
          "headline": "metrics: let modules own metric grouping via metric_groups; add field…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T13:02:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f80c6eb0f201b89daf1378fcf1c3f97b01c58d8b",
          "body": null,
          "is_bot": false,
          "headline": "feat: add HPSv2, UnifiedReward 2.0/Edit, and EvoQuality quality metrics",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T12:14:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f3a31c4e78be78b72f22dc04787dbc4b0c82948",
          "body": "…ed HF model IDs",
          "is_bot": false,
          "headline": "metrics_doc/models_doc: filter MIME types and local paths from detect…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-06-10T12:13:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a89d7718c6d8401e7d64813860f97c642e49d6dd",
          "body": null,
          "is_bot": false,
          "headline": "pipeline: optional cache_enabled / content_hash_keys flags (both opt-in)",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-28T21:47:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f657521c209e91c49d9fd9871b6e628c9ff4041",
          "body": null,
          "is_bot": false,
          "headline": "feat: add Qwen-Image-Bench metrics and release prep",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-28T16:26:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d2f0a819f4f86170ff6e0bde29ce6daf96ede2e",
          "body": "Bumps version to 0.1.52.",
          "is_bot": false,
          "headline": "hpsv3: load checkpoint across transformers schema, score 2-dim reward",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-28T15:06:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9574d912fc981f51a3bc5139dae55c311893ae9",
          "body": null,
          "is_bot": false,
          "headline": "bump: ayase 0.1.51",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T20:43:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "058bcd309c463b84026c342fe51a35f4f5dac71b",
          "body": null,
          "is_bot": false,
          "headline": "vendor(imagebind): patch torchvision compatibility for ib_score",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T20:38:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05696860b5ecd64c60affd840599afed1aed67ee",
          "body": null,
          "is_bot": false,
          "headline": "imagebind_score: vendor ImageBind source",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T19:18:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b713688f71ed9e4ac81e724d5abbc15b6f14485d",
          "body": null,
          "is_bot": false,
          "headline": "packaging: include runtime metric backends",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T19:06:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58cc90e62aaafcf83ccb448c73b9b77e5dc4c4c0",
          "body": null,
          "is_bot": false,
          "headline": "aqascore: add proxy backend option",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T14:29:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1a65dedfaf6cc3d7aef814ecff2606decdd8684",
          "body": null,
          "is_bot": false,
          "headline": "modules: fill remaining metric backend gaps",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T13:07:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfb391d792baf4f2f03d2cb2598bbf4d396ed45a",
          "body": null,
          "is_bot": false,
          "headline": "audio_visual_sync: mirror Synchformer weights via HF",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-22T00:40:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afea5fadb13dfcabb7c22f9927b53bd46ced646d",
          "body": null,
          "is_bot": false,
          "headline": "imagebind_score: mirror weights via HF",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-21T20:23:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ede7c6262845cfb14ce9f47123dbb21226002744",
          "body": "Adds a dedicated image-vs-image CLIP similarity module — the legacy \"CLIP-I\"\nmetric used by IP-Adapter, DreamBooth, InstantID-style benchmarks. Encodes\nboth sample.path and sample.reference_path with CLIP image encoder and writes\ntheir cosine similarity to qm.clip_image_similarity.\n\nDefaults to open\n[…]\nd of true CLIP-I — that's the regression this fixes\ndownstream (cf. RND2-403 i2i adapter sanity check: identical-image pair now\nyields CLIP-I=1.0 instead of 0.33).\n\nAlso: bump version 0.1.45 → 0.1.46.",
          "is_bot": false,
          "headline": "modules: add clip_image_similarity (image-to-image CLIP cosine)",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-21T14:42:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cbe133f9677ba1b501874022f9864078a69d6d87",
          "body": null,
          "is_bot": false,
          "headline": "_compat: probe paddle via importlib.metadata, not import paddle",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T13:07:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a779848a4deafe74bdf5c550b23e4566915064d8",
          "body": null,
          "is_bot": false,
          "headline": "ocr: lazy-install paddlepaddle-gpu on CUDA hosts via subprocess",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:35:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e27fce0cc70f0d795b2891faf29d0286e5d15bd",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.43",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:12:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dab1728c8670f183d361be0e5240d6f3a20257a2",
          "body": "…se-bootstrap",
          "is_bot": false,
          "headline": "deps: paddlepaddle-gpu via direct URL for linux+py310+cu126, drop aya…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:08:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea4bb6397ec638a9812fc34e6fbec702648095cb",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.42",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:04:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14343e178be1d6ebb67e45942fa8e0e3c4480ab8",
          "body": null,
          "is_bot": false,
          "headline": "add ayase-bootstrap CLI: auto-install paddlepaddle-gpu by detected CUDA",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd8015c731e185ab9c9a71a0e6e9919e2e070d7b",
          "body": null,
          "is_bot": false,
          "headline": "ocr: drop paddleocr 2.x compat, require paddle 3.x",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T10:00:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bda047e7b688c6894b5fe1bca941155ff99e7fd",
          "body": null,
          "is_bot": false,
          "headline": "ocr: accept text_recognition_model_name, allow paddleocr 3.x",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-20T09:31:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58a319910c34f31de4ff21555a90783a56c11d6e",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.41",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:49:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "794a231f66222d620ffbcee351ab034a27854a52",
          "body": null,
          "is_bot": false,
          "headline": "text_detection: support PaddleOCR 2.x .ocr() alongside 3.x .predict()",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:49:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d86ada990f4190cd5d1b05f3858751bc0251548",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.40",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:05:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f58324f0a437d93c4bee90fa1398c70a43e8d27",
          "body": null,
          "is_bot": false,
          "headline": "text_detection: read lang from config",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T13:04:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9329a6eef31430214e24342eeb84cce32d4d417d",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.39",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T12:40:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ae8f012584d5c577031146301198a8503a76308",
          "body": null,
          "is_bot": false,
          "headline": "ocr_fidelity: best NED per frame",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T12:40:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f99aa550928901be7f699570326e40d2979ee22a",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.38",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-19T01:05:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe55568e9e83cb85422e8bf4450de72d783fa1f9",
          "body": "…valCrafter rolling window)",
          "is_bot": false,
          "headline": "clip_temporal: face_consistency back to consecutive-pair averaging (E…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T23:21:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b2af624a06541beecbc5493abdd4d7f0933c123",
          "body": "…_resolution, vocab_size) before open_clip load_state_dict",
          "is_bot": false,
          "headline": "i2v_similarity: drop OpenAI-CLIP metadata keys (context_length, input…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T23:21:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f86307ff06cecea36ae649dfb469332c6343ceaf",
          "body": "…mbeddings[i:i+1] with dim=1",
          "is_bot": false,
          "headline": "background_consistency: fix F.cosine_similarity 1D crash by slicing e…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T23:10:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b0637df4c863a87813b9a1b6f6966009b8b6476",
          "body": null,
          "is_bot": false,
          "headline": "optimize inference caching and batching, add metrics",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-18T08:58:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4775c26eee89e3bab769cbb91ef0d22d7d095f80",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T19:08:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cccf2da099f24aef38c4ae6f3e90db7f1cb9353",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T18:41:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "344f65b430997fec1f9412a57a5ca6598c541fd3",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.36",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T18:41:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5bfa6de86ba065dedc2cd624d35afb91dc25484",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T00:55:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc199fbdec8f31dd4e1d323c3f5be0087c9e76ba",
          "body": null,
          "is_bot": false,
          "headline": "audio_nisqa: vendor source, fetch weights from hf",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-16T00:55:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d0e4652b4f1af05e80e81bf52b3aa59ae4fbc1e",
          "body": null,
          "is_bot": false,
          "headline": "deps: tighten pins (torch<2.8, transformers<5.0) for cu12 compat",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-15T22:54:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "976119c4e1034b1f0bb921dbf226286df7728cbe",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-15T22:27:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc3ccba780e619d1af4e5aa68e3323fc4a339cb0",
          "body": "…vd: add content-debiased and dinov2 backbones",
          "is_bot": false,
          "headline": "modules: add nisqa, peaq, geneval, tc_bench, videophy, entitybench; f…",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-15T22:27:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb0094036a7b09ccbd0f23ca69d526dd10f9e3dc",
          "body": null,
          "is_bot": false,
          "headline": "regenerate docs",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-14T12:51:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fd09064f0ebede06516b26ef21106f2edc0bdaf",
          "body": null,
          "is_bot": false,
          "headline": "bump: 0.1.35",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-14T11:37:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c6bef8b3498f5bef4150cbdfc4ad2efd6073a4a1",
          "body": null,
          "is_bot": false,
          "headline": "ram_tagging: use recognize-anything package instead of broken AutoModel",
          "author_name": "seruva19",
          "author_login": "seruva19",
          "committed_at": "2026-05-14T11:37:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 0,
      "commits_last_year": 183,
      "latest_release_at": null,
      "latest_release_tag": null,
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 16,
      "days_since_latest_release": null,
      "mean_days_between_releases": null
    },
    "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": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "ayase",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "ai",
            "computer-vision",
            "dataset",
            "image",
            "metrics",
            "ml",
            "quality-assessment",
            "video",
            "vqa",
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.9",
            "Topic :: Multimedia :: Video",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/ayase/",
          "is_deprecated": false,
          "latest_version": "0.1.67",
          "repository_url": "https://github.com/seruva19/ayase",
          "versions_count": 65,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-03-02T22:06:48.856936Z",
          "latest_published_at": "2026-07-22T21:27:15.669308Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 0,
      "stars": 0,
      "watchers": 0,
      "fork_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_forks": 0
      },
      "star_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_stars": 0,
        "collected_at": null
      },
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "src/ayase/py.typed"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 100879,
      "source_files_sampled": 795,
      "oversized_source_files": 3,
      "agent_instruction_files": [
        "AGENTS.md"
      ],
      "agent_instruction_max_bytes": 27045
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": null,
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "typer",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12.0,<1.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13.7.0,<15.0"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.5.0,<3.0"
        },
        {
          "name": "pydantic-settings",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<3.0"
        },
        {
          "name": "opencv-python",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.9.0,<5.0"
        },
        {
          "name": "pillow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=10.2.0,<13.0"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.24.0,<3.0"
        },
        {
          "name": "tqdm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.66.0,<5.0"
        },
        {
          "name": "pyarrow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=15.0.0,<23.0"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<3.0"
        },
        {
          "name": "imageio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.33.0,<3.0"
        },
        {
          "name": "imageio-ffmpeg",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.9,<1.0"
        },
        {
          "name": "textual",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.52.0"
        },
        {
          "name": "torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<2.11"
        },
        {
          "name": "torchvision",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.16.0,<0.26"
        },
        {
          "name": "torchaudio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.1.0,<2.11"
        },
        {
          "name": "transformers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.45.0,<5.0"
        },
        {
          "name": "qwen-vl-utils",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.8"
        },
        {
          "name": "huggingface-hub",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.20.0,<2.0"
        },
        {
          "name": "safetensors",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.0"
        },
        {
          "name": "timm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.9.12"
        },
        {
          "name": "einops",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.0"
        },
        {
          "name": "ftfy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0"
        },
        {
          "name": "regex",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2024.0.0"
        },
        {
          "name": "iopath",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.10,<0.2"
        },
        {
          "name": "pytorchvideo",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.5,<0.2"
        },
        {
          "name": "lpips",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.4"
        },
        {
          "name": "open-clip-torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.24.0"
        },
        {
          "name": "pyiqa",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.13,<1.0"
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.11.0"
        },
        {
          "name": "scikit-image",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.19.0"
        },
        {
          "name": "scikit-video",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.1.11"
        },
        {
          "name": "decord",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6.0"
        },
        {
          "name": "v-stream",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.2"
        },
        {
          "name": "prdc",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2"
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.0"
        },
        {
          "name": "joblib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.0"
        },
        {
          "name": "numba",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.58.0"
        },
        {
          "name": "matplotlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.7.0"
        },
        {
          "name": "colour-science",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.0"
        },
        {
          "name": "PyWavelets",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.0"
        },
        {
          "name": "pyrtools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.9"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.31.0"
        },
        {
          "name": "scenedetect",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6.5,<1.0"
        },
        {
          "name": "omegaconf",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.3.0"
        },
        {
          "name": "nltk",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.8.0"
        },
        {
          "name": "accelerate",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.25.0"
        },
        {
          "name": "diffusers",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.25.0"
        },
        {
          "name": "paddlepaddle",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0"
        },
        {
          "name": "paddleocr",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.0"
        },
        {
          "name": "python-Levenshtein",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.21.0"
        },
        {
          "name": "faster-whisper",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2.0,<2.0"
        },
        {
          "name": "msclap",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.4,<2.0"
        },
        {
          "name": "audiobox_aesthetics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.4,<0.1.0"
        },
        {
          "name": "mediapipe",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.10.0,<1.0"
        },
        {
          "name": "rtmlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.13"
        },
        {
          "name": "insightface",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.0"
        },
        {
          "name": "onnxruntime",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.14.0"
        },
        {
          "name": "ultralytics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.0.0,<9.0"
        },
        {
          "name": "invisible-watermark",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.2.0"
        },
        {
          "name": "librosa",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.10.0"
        },
        {
          "name": "muq",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.0"
        },
        {
          "name": "moviepy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.3,<2.0"
        },
        {
          "name": "pyloudnorm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.1.1,<1.0"
        },
        {
          "name": "python_speech_features",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.6,<1.0"
        },
        {
          "name": "soundfile",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12.0"
        },
        {
          "name": "torchmetrics",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0"
        },
        {
          "name": "transnetv2-pytorch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0"
        },
        {
          "name": "umap-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.5.0"
        },
        {
          "name": "wget",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.2,<4.0"
        },
        {
          "name": "setuptools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=69,<70"
        },
        {
          "name": "tomli",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.1,<3.0"
        },
        {
          "name": "tomli-w",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0,<2.0"
        },
        {
          "name": "typing_extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.0.0"
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 0,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 0
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "seruva19",
          "commits": 183,
          "avatar_url": "https://avatars.githubusercontent.com/u/26826215?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": null,
            "reason": "no pull request found",
            "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": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "5a2d6bc98de79e44c860c20d1bc0354879b8316b",
        "ran_at": "2026-07-23T00:03:35Z",
        "aggregate_score": 3.9,
        "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": "2026-07-22T21:28:41Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": null,
      "ci_last_conclusion": null,
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/seruva19/ayase",
    "host": "github.com",
    "name": "ayase",
    "owner": "seruva19"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "critical",
      "name": "Overall health",
      "note": "High-Risk Jurisdiction Policy applies a 20% multiplier to weighted overall health and gives it an At risk ceiling of 49.",
      "notes": [
        {
          "code": "jurisdiction_overall_adjustment",
          "params": {
            "cap": 49,
            "pct": 20
          }
        }
      ],
      "value": 8,
      "inputs": {
        "security": 8,
        "vitality": 45,
        "community": 33,
        "governance": 36,
        "engineering": 66,
        "high_risk_jurisdiction_cap": 49,
        "high_risk_jurisdiction_multiplier": 20,
        "weighted_overall_before_jurisdiction": 39,
        "overall_after_jurisdiction_multiplier": 8
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "at_risk",
        "name": "Vitality",
        "value": 45,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "commits_last_year": 183,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 16
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "16/52 weeks with commits",
                "points": 11.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 16
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "183 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 183
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "critical",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "releases_count": 0
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "no releases published",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_releases_published",
                    "params": {}
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "no releases",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_releases",
                    "params": {}
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "no releases",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_releases",
                    "params": {}
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 33,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "forks": 0,
              "stars": 0,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "0 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 36,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "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 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "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": 49,
            "inputs": {
              "followers": 29,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "seruva19",
              "public_repos": 8,
              "account_age_days": 3400
            },
            "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": "29 followers of seruva19",
                "points": 10.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 29,
                      "login": "seruva19"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8 public repos, account ~9 yr old",
                "points": 18.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "ayase"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "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 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "65 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 65
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "critical",
        "name": "Security",
        "value": 8,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 20% multiplier to Security posture and gives it an At risk ceiling of 49.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "jurisdiction_posture_adjustment",
                "params": {
                  "cap": 49,
                  "pct": 20
                }
              }
            ],
            "value": 8,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 3.9,
              "high_risk_jurisdiction_cap": 49,
              "high_risk_jurisdiction_multiplier": 20,
              "security_posture_after_multiplier": 8,
              "security_posture_before_jurisdiction": 39
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "critical",
            "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": 20,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
                {
                  "role": "owner",
                  "count": 1,
                  "country": "Russia"
                },
                {
                  "role": "top_contributor",
                  "count": 1,
                  "country": "Russia"
                }
              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Russia: owner (1); Russia: top_contributor (1)",
                "points": 20,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "owner",
                      "count": 1,
                      "country": "Russia"
                    }
                  },
                  {
                    "code": "jurisdiction_exposure_next",
                    "params": {
                      "role": "top_contributor",
                      "count": 1,
                      "country": "Russia"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 58,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.57,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 27045
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "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": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "src/ayase/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/ayase/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/ayase/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 100879,
              "source_files_sampled": 795,
              "oversized_source_files": 3
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/ayase/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/ayase/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/795 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 795,
                      "oversized": 3
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:ayase@0.1.67; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T00:03:41.393947Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/seruva19/ayase.svg",
  "full_name": "seruva19/ayase",
  "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.