Öffentliches Register
Software-GesundheitsberichtSchema 0.17.0 · Metriken 1.13.0 · 2026-07-21 03:20 UTC

gpuopenanalytics / pynvml

Provide Python access to the NVML library for GPU diagnostics

PythonBSD-3-Clause★ 274 Sterne⑂ 34 Forksseit März 2019Auf GitHub ansehen ↗

gpuopenanalytics/pynvml erreicht einen Gesundheitsindex von 45 von 100 und liegt damit im Bereich Gefährdet. Am stärksten schneidet es bei Community & Adoption (66/100) ab, am schwächsten bei AI Readiness (26/100). Zuletzt vor 318 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

45
gesamt / 100
Gefährdet

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.

45
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

Bewertungsprofil

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

Eigentümerschaft

9 Follower10 öffentliche Reposseit Apr. 2017

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIpynvml13.0.13.384.91712vor 318 Tagen

Metriken nach Kategorie

Vitalität

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

26Kritisch · 22 % des Gesamtindex
Wie die Bewertung erfolgt
3.6/36Push-Aktualität — letzter Push vor 318 Tagen
0.7/36Commit-Rhythmus — 1/52 Wochen mit Commits
5.4/18Commit-Volumen — 3 Commits im letzten Jahr
0/10OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Verwendete Eingangsdaten
commits_last_year3
human_commit_share
days_since_last_push318
active_weeks_last_year1
Wie die Bewertung erfolgt
16.2/27Liefert Releases aus — 15 Versions-Tags (keine GitHub-Releases)
16.2/36Release-Aktualität — letztes Release vor 318 Tagen
12.6/27Release-Rhythmus — ein Release etwa alle 172,8 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count15
latest_release_tag13.0.1
releases_from_tagsja
days_since_latest_release318
mean_days_between_releases172,8
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?

66Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
39.5/60Stars — 274 Stars
12.7/25Forks — 34 Forks
5.6/15Watcher — 11 Watcher
Verwendete Eingangsdaten
forks34
stars274
watchers11
growth_stateorganic
growth_factor_pct100
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (BSD-3-Clause)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein
Wie die Bewertung erfolgt
80/80Downloads pro Monat — 3.384.917 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagespynvml
dependents
ecosystemspypi
total_downloads
monthly_downloads3.384.917
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.

Nachhaltigkeit & Governance

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

58Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
9.1/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 60 % der Commits
12.2/13.5Breite der Beitragenden — 9 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Verwendete Eingangsdaten
bus_factor1
contributors_sampled9
top_contributor_share0,597
Wie die Bewertung erfolgt
22.2/46.8Issue-Lösungsquote — 48 % der Issues geschlossen
32.8/38.3PR-Annahme — 18/21 entschiedene PRs gemergt
1.5/15OpenSSF Scorecard: Code-Review — Found 3/25 approved changesets -- score normalized to 1
Verwendete Eingangsdaten
merged_prs18
open_issues21
closed_issues19
issue_closed_ratio0,475
closed_unmerged_prs3
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
7.2/25Reichweite des Inhabers — 9 Follower von gpuopenanalytics
19.6/25Kontohistorie — 10 öffentliche Repos, Kontoalter ca. 9 Jahre
Verwendete Eingangsdaten
followers9
owner_typeOrganization
is_verified
owner_logingpuopenanalytics
public_repos10
account_age_days3.372

Paketpflege

91Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
26/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 318 Tagen
20/20Versionshistorie — 12 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespynvml
ecosystemspypi
any_deprecatednein
min_days_since_publish318

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

34Gefährdet · 20 % des Gesamtindex
Wie die Bewertung erfolgt
0/24CI-Workflows
24/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 10 merged PRs checked by a CI test -- score normalized to 0
Verwendete Eingangsdaten
has_cinein
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
0/10Topics
10/10Wiki
Verwendete Eingangsdaten
topics
has_wikija
homepage
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

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

42Gefährdet · 16 % des Gesamtindex

Sicherheitslage

28Kritisch
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 — 0 out of 10 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 3/25 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10Dangerous-Workflow — keine Daten
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — keine Daten
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated14
scorecard_versionv5.5.0
checks_inconclusive4
scorecard_aggregate2,8
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): dangerous_workflow, packaging, signed_releases, token_permissions. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages1
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:pynvml@13.0.1 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 1 Paketen. Erreichbarkeit wird nicht analysiert.

AI Readiness

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

26Kritisch · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile
0/10Belegte Agentenpraxis — keine Daten
0/8Automatisierte Wartung — keine Daten
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_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
44/55Handhabbare Dateigrößen — 1/5 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes127.334
source_files_sampled5
oversized_source_files1

Eckdaten

274GitHub-Sterne
9Mitwirkende
3Commits, letzte 12 Monate
318Tage seit letztem Push
15Releases
1Bus-Faktor
21offene Issues
PyPIPaket-Ökosysteme

Weitere Details

Stern- und Fork-Verlauf 274 ★ / 0 ⇿
274Sterne

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

05010015020025030027442019-032022-112026-07

Jeder Punkt umfasst 7 Tage.

OpenSSF Scorecard 2.8 / 10
2.8Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-21 03:20 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 10 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 3/25 approved changesets -- score normalized to 1
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
k. A.Dangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
k. A.Token-PermissionsNo tokens found
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 1
RegistryPaketVersionsvorgabeManifest
PyPInvidia-ml-py>=12.0.0pyproject.toml
Alle Abhängigkeiten 1

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 1 direkte und 0 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPInvidia-ml-pydirekt
Abhängigkeits-Advisories 0

Die Installation von pypi:pynvml@13.0.1 zieht 1 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

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

JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 293,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 149168,
        "Dockerfile": 814
      },
      "pushed_at": "2025-09-05T20:32:15Z",
      "created_at": "2019-03-11T22:45:21Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-20T23:00:32Z",
      "description": "Provide Python access to the NVML library for GPU diagnostics",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "BSD-3-Clause",
      "default_branch": "master",
      "license_spdx_raw": "BSD-3-Clause",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "http://gpuopenanalytics.com/",
      "name": "GoAi - GPU Open Analytics Initiative",
      "type": "Organization",
      "login": "gpuopenanalytics",
      "company": null,
      "location": null,
      "followers": 9,
      "avatar_url": "https://avatars.githubusercontent.com/u/28068574?v=4",
      "created_at": "2017-04-26T20:49:08Z",
      "is_verified": null,
      "public_repos": 10,
      "account_age_days": 3372
    },
    "license": {
      "state": "standard",
      "spdx_id": "BSD-3-Clause",
      "raw_spdx": "BSD-3-Clause",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 15,
      "commits_last_year": 3,
      "latest_release_at": "2025-09-05T20:31:59Z",
      "latest_release_tag": "13.0.1",
      "releases_from_tags": true,
      "days_since_last_push": 318,
      "active_weeks_last_year": 1,
      "days_since_latest_release": 318,
      "mean_days_between_releases": 172.8
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 37,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "pynvml",
          "exists": true,
          "license": "BSD-3-Clause",
          "keywords": [
            "Development Status :: 7 - Inactive",
            "Intended Audience :: Developers",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: BSD License",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Topic :: Software Development :: Libraries :: Python Modules",
            "Topic :: System :: Hardware",
            "Topic :: System :: Systems Administration"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pynvml/",
          "is_deprecated": false,
          "latest_version": "13.0.1",
          "repository_url": "https://github.com/gpuopenanalytics/pynvml",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 3384917,
          "first_published_at": "2019-05-03T20:52:01.056002Z",
          "latest_published_at": "2025-09-05T20:33:25.377238Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 318
        }
      ]
    },
    "popularity": {
      "forks": 34,
      "stars": 274,
      "watchers": 11,
      "star_history": {
        "days": [
          {
            "date": "2019-03-12",
            "count": 1
          },
          {
            "date": "2019-04-30",
            "count": 1
          },
          {
            "date": "2019-05-01",
            "count": 2
          },
          {
            "date": "2019-05-02",
            "count": 1
          },
          {
            "date": "2019-05-20",
            "count": 1
          },
          {
            "date": "2019-08-02",
            "count": 1
          },
          {
            "date": "2019-09-21",
            "count": 1
          },
          {
            "date": "2019-10-21",
            "count": 1
          },
          {
            "date": "2019-12-14",
            "count": 3
          },
          {
            "date": "2019-12-15",
            "count": 1
          },
          {
            "date": "2020-01-15",
            "count": 2
          },
          {
            "date": "2020-01-18",
            "count": 1
          },
          {
            "date": "2020-03-12",
            "count": 1
          },
          {
            "date": "2020-04-19",
            "count": 1
          },
          {
            "date": "2020-05-08",
            "count": 2
          },
          {
            "date": "2020-06-01",
            "count": 1
          },
          {
            "date": "2020-06-03",
            "count": 1
          },
          {
            "date": "2020-06-18",
            "count": 1
          },
          {
            "date": "2020-06-20",
            "count": 1
          },
          {
            "date": "2020-07-11",
            "count": 1
          },
          {
            "date": "2020-07-24",
            "count": 1
          },
          {
            "date": "2020-08-01",
            "count": 1
          },
          {
            "date": "2020-08-19",
            "count": 1
          },
          {
            "date": "2020-08-25",
            "count": 1
          },
          {
            "date": "2020-09-09",
            "count": 1
          },
          {
            "date": "2020-10-01",
            "count": 1
          },
          {
            "date": "2020-10-12",
            "count": 1
          },
          {
            "date": "2020-10-13",
            "count": 1
          },
          {
            "date": "2020-10-15",
            "count": 1
          },
          {
            "date": "2020-10-19",
            "count": 2
          },
          {
            "date": "2020-10-23",
            "count": 1
          },
          {
            "date": "2020-11-04",
            "count": 1
          },
          {
            "date": "2020-11-26",
            "count": 1
          },
          {
            "date": "2020-12-09",
            "count": 1
          },
          {
            "date": "2020-12-16",
            "count": 1
          },
          {
            "date": "2020-12-17",
            "count": 1
          },
          {
            "date": "2021-01-03",
            "count": 1
          },
          {
            "date": "2021-01-14",
            "count": 1
          },
          {
            "date": "2021-02-03",
            "count": 1
          },
          {
            "date": "2021-02-05",
            "count": 1
          },
          {
            "date": "2021-02-07",
            "count": 1
          },
          {
            "date": "2021-02-15",
            "count": 1
          },
          {
            "date": "2021-02-16",
            "count": 1
          },
          {
            "date": "2021-02-20",
            "count": 1
          },
          {
            "date": "2021-03-03",
            "count": 1
          },
          {
            "date": "2021-03-07",
            "count": 1
          },
          {
            "date": "2021-03-08",
            "count": 1
          },
          {
            "date": "2021-03-11",
            "count": 1
          },
          {
            "date": "2021-03-14",
            "count": 1
          },
          {
            "date": "2021-03-25",
            "count": 1
          },
          {
            "date": "2021-03-29",
            "count": 1
          },
          {
            "date": "2021-04-10",
            "count": 2
          },
          {
            "date": "2021-04-12",
            "count": 1
          },
          {
            "date": "2021-04-17",
            "count": 1
          },
          {
            "date": "2021-05-02",
            "count": 2
          },
          {
            "date": "2021-05-06",
            "count": 1
          },
          {
            "date": "2021-05-11",
            "count": 1
          },
          {
            "date": "2021-06-07",
            "count": 1
          },
          {
            "date": "2021-07-17",
            "count": 1
          },
          {
            "date": "2021-07-21",
            "count": 1
          },
          {
            "date": "2021-07-29",
            "count": 1
          },
          {
            "date": "2021-07-30",
            "count": 2
          },
          {
            "date": "2021-08-24",
            "count": 1
          },
          {
            "date": "2021-09-12",
            "count": 1
          },
          {
            "date": "2021-09-16",
            "count": 1
          },
          {
            "date": "2021-10-02",
            "count": 1
          },
          {
            "date": "2021-10-28",
            "count": 1
          },
          {
            "date": "2021-11-09",
            "count": 1
          },
          {
            "date": "2021-11-24",
            "count": 1
          },
          {
            "date": "2021-12-17",
            "count": 1
          },
          {
            "date": "2021-12-20",
            "count": 1
          },
          {
            "date": "2021-12-23",
            "count": 2
          },
          {
            "date": "2021-12-25",
            "count": 1
          },
          {
            "date": "2021-12-27",
            "count": 1
          },
          {
            "date": "2021-12-28",
            "count": 1
          },
          {
            "date": "2022-01-14",
            "count": 1
          },
          {
            "date": "2022-01-21",
            "count": 1
          },
          {
            "date": "2022-01-25",
            "count": 1
          },
          {
            "date": "2022-01-28",
            "count": 2
          },
          {
            "date": "2022-02-12",
            "count": 1
          },
          {
            "date": "2022-02-14",
            "count": 1
          },
          {
            "date": "2022-02-16",
            "count": 1
          },
          {
            "date": "2022-02-21",
            "count": 1
          },
          {
            "date": "2022-02-25",
            "count": 1
          },
          {
            "date": "2022-03-02",
            "count": 1
          },
          {
            "date": "2022-03-10",
            "count": 1
          },
          {
            "date": "2022-03-11",
            "count": 1
          },
          {
            "date": "2022-03-23",
            "count": 1
          },
          {
            "date": "2022-03-24",
            "count": 1
          },
          {
            "date": "2022-04-01",
            "count": 1
          },
          {
            "date": "2022-04-05",
            "count": 1
          },
          {
            "date": "2022-04-16",
            "count": 1
          },
          {
            "date": "2022-04-30",
            "count": 1
          },
          {
            "date": "2022-05-04",
            "count": 1
          },
          {
            "date": "2022-05-05",
            "count": 1
          },
          {
            "date": "2022-05-08",
            "count": 1
          },
          {
            "date": "2022-05-12",
            "count": 1
          },
          {
            "date": "2022-05-18",
            "count": 1
          },
          {
            "date": "2022-05-25",
            "count": 1
          },
          {
            "date": "2022-06-15",
            "count": 1
          },
          {
            "date": "2022-06-17",
            "count": 1
          },
          {
            "date": "2022-06-18",
            "count": 1
          },
          {
            "date": "2022-06-20",
            "count": 1
          },
          {
            "date": "2022-06-30",
            "count": 1
          },
          {
            "date": "2022-07-12",
            "count": 1
          },
          {
            "date": "2022-07-13",
            "count": 1
          },
          {
            "date": "2022-07-18",
            "count": 1
          },
          {
            "date": "2022-07-20",
            "count": 1
          },
          {
            "date": "2022-08-10",
            "count": 1
          },
          {
            "date": "2022-08-12",
            "count": 1
          },
          {
            "date": "2022-08-16",
            "count": 1
          },
          {
            "date": "2022-08-22",
            "count": 1
          },
          {
            "date": "2022-09-06",
            "count": 1
          },
          {
            "date": "2022-09-22",
            "count": 2
          },
          {
            "date": "2022-09-28",
            "count": 1
          },
          {
            "date": "2022-10-08",
            "count": 1
          },
          {
            "date": "2022-10-19",
            "count": 1
          },
          {
            "date": "2022-10-31",
            "count": 1
          },
          {
            "date": "2022-11-05",
            "count": 1
          },
          {
            "date": "2022-12-30",
            "count": 1
          },
          {
            "date": "2023-01-17",
            "count": 1
          },
          {
            "date": "2023-01-23",
            "count": 1
          },
          {
            "date": "2023-02-27",
            "count": 1
          },
          {
            "date": "2023-03-02",
            "count": 1
          },
          {
            "date": "2023-03-06",
            "count": 1
          },
          {
            "date": "2023-03-16",
            "count": 1
          },
          {
            "date": "2023-03-19",
            "count": 2
          },
          {
            "date": "2023-03-26",
            "count": 1
          },
          {
            "date": "2023-04-04",
            "count": 1
          },
          {
            "date": "2023-04-15",
            "count": 1
          },
          {
            "date": "2023-05-02",
            "count": 1
          },
          {
            "date": "2023-05-28",
            "count": 1
          },
          {
            "date": "2023-06-06",
            "count": 1
          },
          {
            "date": "2023-06-20",
            "count": 1
          },
          {
            "date": "2023-06-21",
            "count": 1
          },
          {
            "date": "2023-06-26",
            "count": 1
          },
          {
            "date": "2023-06-27",
            "count": 1
          },
          {
            "date": "2023-07-09",
            "count": 1
          },
          {
            "date": "2023-07-14",
            "count": 1
          },
          {
            "date": "2023-07-16",
            "count": 1
          },
          {
            "date": "2023-07-26",
            "count": 1
          },
          {
            "date": "2023-07-27",
            "count": 1
          },
          {
            "date": "2023-08-04",
            "count": 1
          },
          {
            "date": "2023-08-07",
            "count": 2
          },
          {
            "date": "2023-08-09",
            "count": 2
          },
          {
            "date": "2023-08-15",
            "count": 1
          },
          {
            "date": "2023-08-21",
            "count": 1
          },
          {
            "date": "2023-08-22",
            "count": 1
          },
          {
            "date": "2023-08-24",
            "count": 1
          },
          {
            "date": "2023-09-03",
            "count": 1
          },
          {
            "date": "2023-09-07",
            "count": 1
          },
          {
            "date": "2023-09-29",
            "count": 1
          },
          {
            "date": "2023-10-08",
            "count": 2
          },
          {
            "date": "2023-10-26",
            "count": 1
          },
          {
            "date": "2023-10-31",
            "count": 1
          },
          {
            "date": "2023-11-02",
            "count": 1
          },
          {
            "date": "2023-11-07",
            "count": 1
          },
          {
            "date": "2023-12-01",
            "count": 1
          },
          {
            "date": "2023-12-07",
            "count": 1
          },
          {
            "date": "2023-12-13",
            "count": 1
          },
          {
            "date": "2023-12-14",
            "count": 1
          },
          {
            "date": "2023-12-20",
            "count": 1
          },
          {
            "date": "2023-12-22",
            "count": 1
          },
          {
            "date": "2023-12-28",
            "count": 1
          },
          {
            "date": "2024-01-10",
            "count": 1
          },
          {
            "date": "2024-01-11",
            "count": 1
          },
          {
            "date": "2024-01-25",
            "count": 1
          },
          {
            "date": "2024-02-01",
            "count": 1
          },
          {
            "date": "2024-02-07",
            "count": 1
          },
          {
            "date": "2024-02-08",
            "count": 1
          },
          {
            "date": "2024-04-16",
            "count": 1
          },
          {
            "date": "2024-04-20",
            "count": 1
          },
          {
            "date": "2024-04-23",
            "count": 1
          },
          {
            "date": "2024-04-30",
            "count": 2
          },
          {
            "date": "2024-05-02",
            "count": 1
          },
          {
            "date": "2024-05-09",
            "count": 1
          },
          {
            "date": "2024-05-11",
            "count": 1
          },
          {
            "date": "2024-05-13",
            "count": 1
          },
          {
            "date": "2024-05-14",
            "count": 1
          },
          {
            "date": "2024-06-19",
            "count": 1
          },
          {
            "date": "2024-06-30",
            "count": 1
          },
          {
            "date": "2024-07-15",
            "count": 1
          },
          {
            "date": "2024-07-19",
            "count": 1
          },
          {
            "date": "2024-07-20",
            "count": 1
          },
          {
            "date": "2024-07-24",
            "count": 1
          },
          {
            "date": "2024-08-15",
            "count": 2
          },
          {
            "date": "2024-08-23",
            "count": 2
          },
          {
            "date": "2024-08-26",
            "count": 1
          },
          {
            "date": "2024-09-23",
            "count": 1
          },
          {
            "date": "2024-09-25",
            "count": 1
          },
          {
            "date": "2024-09-27",
            "count": 1
          },
          {
            "date": "2024-10-08",
            "count": 3
          },
          {
            "date": "2024-10-15",
            "count": 2
          },
          {
            "date": "2024-11-06",
            "count": 1
          },
          {
            "date": "2024-12-08",
            "count": 1
          },
          {
            "date": "2024-12-23",
            "count": 1
          },
          {
            "date": "2025-01-03",
            "count": 1
          },
          {
            "date": "2025-01-14",
            "count": 1
          },
          {
            "date": "2025-01-30",
            "count": 1
          },
          {
            "date": "2025-02-02",
            "count": 1
          },
          {
            "date": "2025-02-05",
            "count": 1
          },
          {
            "date": "2025-03-08",
            "count": 1
          },
          {
            "date": "2025-03-19",
            "count": 1
          },
          {
            "date": "2025-03-20",
            "count": 2
          },
          {
            "date": "2025-03-31",
            "count": 1
          },
          {
            "date": "2025-04-07",
            "count": 1
          },
          {
            "date": "2025-04-17",
            "count": 2
          },
          {
            "date": "2025-04-18",
            "count": 1
          },
          {
            "date": "2025-05-12",
            "count": 1
          },
          {
            "date": "2025-05-20",
            "count": 1
          },
          {
            "date": "2025-06-06",
            "count": 1
          },
          {
            "date": "2025-06-09",
            "count": 1
          },
          {
            "date": "2025-06-16",
            "count": 1
          },
          {
            "date": "2025-06-18",
            "count": 1
          },
          {
            "date": "2025-07-01",
            "count": 1
          },
          {
            "date": "2025-07-16",
            "count": 1
          },
          {
            "date": "2025-08-05",
            "count": 1
          },
          {
            "date": "2025-08-14",
            "count": 1
          },
          {
            "date": "2025-08-24",
            "count": 1
          },
          {
            "date": "2025-09-15",
            "count": 1
          },
          {
            "date": "2025-09-23",
            "count": 1
          },
          {
            "date": "2025-10-02",
            "count": 1
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2025-11-04",
            "count": 1
          },
          {
            "date": "2025-11-12",
            "count": 1
          },
          {
            "date": "2025-11-19",
            "count": 1
          },
          {
            "date": "2025-11-27",
            "count": 1
          },
          {
            "date": "2025-12-09",
            "count": 1
          },
          {
            "date": "2025-12-13",
            "count": 1
          },
          {
            "date": "2026-01-03",
            "count": 1
          },
          {
            "date": "2026-01-05",
            "count": 1
          },
          {
            "date": "2026-01-09",
            "count": 2
          },
          {
            "date": "2026-01-18",
            "count": 1
          },
          {
            "date": "2026-02-18",
            "count": 1
          },
          {
            "date": "2026-02-22",
            "count": 1
          },
          {
            "date": "2026-03-16",
            "count": 2
          },
          {
            "date": "2026-04-16",
            "count": 1
          },
          {
            "date": "2026-04-17",
            "count": 1
          },
          {
            "date": "2026-04-22",
            "count": 1
          },
          {
            "date": "2026-04-29",
            "count": 2
          },
          {
            "date": "2026-05-14",
            "count": 1
          },
          {
            "date": "2026-06-02",
            "count": 1
          },
          {
            "date": "2026-06-06",
            "count": 1
          },
          {
            "date": "2026-06-27",
            "count": 1
          },
          {
            "date": "2026-07-01",
            "count": 1
          },
          {
            "date": "2026-07-08",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 274,
        "total_stars": 274
      },
      "open_issues_and_prs": 23
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 127334,
      "source_files_sampled": 5,
      "oversized_source_files": 1,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 1,
        "assessed_package": "pypi:pynvml@13.0.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "nvidia-ml-py",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=12.0.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "nvidia-ml-py",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 1,
        "direct_count": 1,
        "indirect_count": 0
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 18,
        "open_issues": 21,
        "closed_ratio": 0.475,
        "closed_issues": 19,
        "closed_unmerged_prs": 3
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "rjzamora",
          "commits": 40,
          "avatar_url": "https://avatars.githubusercontent.com/u/20461013?v=4"
        },
        {
          "type": "User",
          "login": "kenhester",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/19309653?v=4"
        },
        {
          "type": "User",
          "login": "arvoelke",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/5420057?v=4"
        },
        {
          "type": "User",
          "login": "jakirkham",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/3019665?v=4"
        },
        {
          "type": "User",
          "login": "mrocklin",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/306380?v=4"
        },
        {
          "type": "User",
          "login": "ksangeek",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/19853088?v=4"
        },
        {
          "type": "User",
          "login": "quasiben",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/1403768?v=4"
        },
        {
          "type": "User",
          "login": "jacobtomlinson",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/1610850?v=4"
        },
        {
          "type": "User",
          "login": "vyasr",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/1538165?v=4"
        }
      ],
      "contributors_sampled": 9,
      "top_contributor_share": 0.597
    },
    "quality_signals": {
      "has_ci": false,
      "has_tests": true,
      "ci_workflows": [],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 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": 0,
            "reason": "0 out of 10 merged PRs checked by a CI test -- score normalized to 0",
            "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": 1,
            "reason": "Found 3/25 approved changesets -- score normalized to 1",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 3 contributing companies or organizations -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 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": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": null,
            "reason": "No tokens found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "493a974f22ca8c8b30ee0755ae058365cd7ab76c",
        "ran_at": "2026-07-21T03:20:21Z",
        "aggregate_score": 2.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/gpuopenanalytics/pynvml",
    "host": "github.com",
    "name": "pynvml",
    "owner": "gpuopenanalytics"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "at_risk",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 45,
      "inputs": {
        "security": 42,
        "vitality": 26,
        "community": 66,
        "governance": 58,
        "engineering": 34
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
        "value": 26,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "critical",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "commits_last_year": 3,
              "human_commit_share": null,
              "days_since_last_push": 318,
              "active_weeks_last_year": 1
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 318 days ago",
                "points": 3.6,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 318
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "1/52 weeks with commits",
                "points": 0.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "3 commits in the last year",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "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": 50,
            "inputs": {
              "releases_count": 15,
              "latest_release_tag": "13.0.1",
              "releases_from_tags": true,
              "days_since_latest_release": 318,
              "mean_days_between_releases": 172.8
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "15 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 318 days ago",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 318
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~172.8 days",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 172.8
                    }
                  }
                ],
                "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": "no_commit_sample",
              "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": "moderate",
        "name": "Community & Adoption",
        "value": 66,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "forks": 34,
              "stars": 274,
              "watchers": 11,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "274 stars",
                "points": 39.5,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 274
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "34 forks",
                "points": 12.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 34
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "11 watchers",
                "points": 5.6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "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 (BSD-3-Clause)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "BSD-3-Clause"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "pynvml"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 3384917
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "3,384,917 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 3384917,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 58,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 9,
              "top_contributor_share": 0.597
            },
            "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 60% of commits",
                "points": 9.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 60
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "9 contributors",
                "points": 12.2,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "merged_prs": 18,
              "open_issues": 21,
              "closed_issues": 19,
              "issue_closed_ratio": 0.475,
              "closed_unmerged_prs": 3
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "48% of issues closed",
                "points": 22.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 48
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "18/21 decided PRs merged",
                "points": 32.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 18,
                      "decided": 21
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/25 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 57,
            "inputs": {
              "followers": 9,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "gpuopenanalytics",
              "public_repos": 10,
              "account_age_days": 3372
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "9 followers of gpuopenanalytics",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 9,
                      "login": "gpuopenanalytics"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "10 public repos, account ~9 yr old",
                "points": 19.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 10
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "packages": [
                "pynvml"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 318
            },
            "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 318 days ago",
                "points": 26,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 318
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "12 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Engineering Quality",
        "value": 34,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "critical",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 24,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "0 out of 10 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": 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": "at_risk",
        "name": "Security",
        "value": 42,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dangerous_workflow",
                    "packaging",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 28,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 14,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 4,
              "scorecard_aggregate": 2.8
            },
            "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": "0 out of 10 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 3/25 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pynvml@13.0.1 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:pynvml@13.0.1",
                  "assessed": 1
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 1,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 1,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 15
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "critical",
        "name": "AI Readiness",
        "value": 26,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 39,
            "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": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "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": "at_risk",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 127334,
              "source_files_sampled": 5,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/5 source files over 60KB",
                "points": 44,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 5,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T03:20:33.635747Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/gpuopenanalytics/pynvml.svg",
  "full_name": "gpuopenanalytics/pynvml",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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 v0.17.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.