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Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-26 07:04 UTC

dralgroup / mlatom

AI-enhanced computational chemistry

Python · FortranApache-2.0★ 153 Sterne⑂ 21 Forksseit Aug. 2023Auf GitHub ansehen ↗

dralgroup/mlatom erreicht einen Gesundheitsindex von 56 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (75/100) ab, am schwächsten bei AI Readiness (40/100). Zuletzt vor 11 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

56
gesamt / 100
Mittel

Software-Gesundheitsindex

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

56
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

Pavlo O. Dral & groupPersönliches Konto
70 Follower24 öffentliche Reposseit Feb. 2022Xiamen University

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPImlatomverweist auf ein anderes Repo — nicht bewertet3.23.4-60vor 11 Tagen

Metriken nach Kategorie

Vitalität

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

75Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
28.8/36Push-Aktualität — letzter Push vor 11 Tagen
6.2/36Commit-Rhythmus — 9/52 Wochen mit Commits
13.3/18Commit-Volumen — 29 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year29
human_commit_share1
days_since_last_push11
active_weeks_last_year9

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 38 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 11 Tagen
27/27Release-Rhythmus — ein Release etwa alle 0,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count38
latest_release_tagv3.23.4
releases_from_tagsnein
days_since_latest_release11
mean_days_between_releases0,1
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?

65Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
35.4/60Stars — 153 Stars
10.8/25Forks — 21 Forks
1.7/15Watcher — 3 Watcher
Verwendete Eingangsdaten
forks21
stars153
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (Apache-2.0)
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductja
has_pull_request_templatenein

Nachhaltigkeit & Governance

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

46Gefährdet · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
5.3/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 77 % der Commits
5.4/13.5Breite der Beitragenden — 4 Beitragende
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Verwendete Eingangsdaten
bus_factor1
contributors_sampled4
top_contributor_share0,766
Wie die Bewertung erfolgt
29.2/46.8Issue-Lösungsquote — 62 % der Issues geschlossen
36.3/38.3PR-Annahme — 38/40 entschiedene PRs gemergt
3/15OpenSSF Scorecard: Code-Review — Found 6/24 approved changesets -- score normalized to 2
Verwendete Eingangsdaten
merged_prs38
open_issues3
closed_issues5
issue_closed_ratio0,625
closed_unmerged_prs2
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
13.3/25Reichweite des Inhabers — 70 Follower von dralgroup
19/25Kontohistorie — 24 öffentliche Repos, Kontoalter ca. 4 Jahre
Verwendete Eingangsdaten
followers70
owner_typeUser
is_verified
owner_logindralgroup
public_repos24
account_age_days1.620
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

44Gefährdet · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 1 Workflow(s)
0/24Tests vorhanden
0/16Linter-Konfiguration
0/9.6Pre-Commit-Hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 6 merged PRs checked by a CI test -- score normalized to 0
Verwendete Eingangsdaten
has_cija
has_testsnein
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Wie die Bewertung erfolgt
30/30README
0/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — http://mlatom.com
10/10Repository-Beschreibung
10/10Topics — 11 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsartificial-intelligence, computational-chemistry, machine-learning, machine-learning-potential, quantum-chemistry, quantum-chemistry-programs, quantum-mechanics, deep-learning, kernel-method, kernel-ridge-regression, neural-network
has_wikija
homepagehttp://mlatom.com
has_readmeja
has_docs_dirnein
has_descriptionja

Sicherheit

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

49Gefährdet · 16 % des Gesamtindex

Sicherheitslage

45Gefährdet
Wie die Bewertung erfolgt
3.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — keine Daten
0/2.5CI-Tests — 0 out of 6 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
1.5/7.5Code-Review — Found 6/24 approved changesets -- score normalized to 2
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4,5
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
6.6/35Direkte Abhängigkeiten ohne bekannte Advisories — 2 betroffen: torch 2.1.2 (critical 9.8), setuptools 80.10.2 (moderate 6.1)
25/25Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory
32.1/40Keine offenen Advisories — 1 Paket(e) mit Advisory seit über 90 Tagen unbehandelt; ältestes vor 829 Tagen veröffentlicht
Verwendete Eingangsdaten
sourceosv
advisories30
affected_packages2
assessed_packages55
unassessed_packages0
affected_by_severitycritical 1, moderate 1
direct_affected_packages2
Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:mlatom@3.23.4 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 55 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.

40Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — AGENTS.md
0/15Maschinenlesbare Doku (llms.txt)
20.3/40Lesbare Commit-Historie — 38 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,38
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes2.804
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — mlatom/MLatomF_src/Makefile
0/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
0/10Reproduzierbare Umgebung
0/10Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100
0/8Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsnein
lockfiles
has_dockerfilenein
typed_languagenein
bootstrap_filesmlatom/MLatomF_src/Makefile
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
50.2/55Handhabbare Dateigrößen — 9/103 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes195.102
source_files_sampled103
oversized_source_files9

Eckdaten

153GitHub-Sterne
4Mitwirkende
29Commits, letzte 12 Monate
11Tage seit letztem Push
38Releases
1Bus-Faktor
3offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi package 'mlatom' points at a different repository (http://mlatom.com); excluded from ecosystem scoring

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 21 ⇿
0Sterne
21Forks

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.

048121620242122023-112025-032026-07

Jeder Punkt umfasst 3 Tage.

OpenSSF Scorecard 4.5 / 10
4.5Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-26 07:03 UTC

5Binary-Artifactsbinaries present in source code
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
0CI-Tests0 out of 6 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 6/24 approved changesets -- score normalized to 2
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 14
RegistryPaketVersionsvorgabeManifest
PyPInumpy<2pyproject.toml
PyPIscipypyproject.toml
PyPIh5pypyproject.toml
PyPIpyh5mdpyproject.toml
PyPItorch==2.1.2pyproject.toml
PyPItorchani==2.2.3pyproject.toml
PyPIsetuptools<81pyproject.toml
PyPImatplotlibpyproject.toml
PyPIstatsmodelspyproject.toml
PyPItqdmpyproject.toml
PyPIjoblibpyproject.toml
PyPIrequestspyproject.toml
PyPIpsutilpyproject.toml
PyPIgeometricpyproject.toml
Alle Abhängigkeiten 4

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

RegistryPaketVersionBeziehung
PyPInumpydirekt
PyPIsetuptoolsdirekt
PyPItorch2.1.2direkt
PyPItorchani2.2.3direkt
Abhängigkeits-Advisories 2

Die Installation von pypi:mlatom@3.23.4 zieht 55 Pakete nach sich, direkt und transitiv: 2 tragen bekannte Advisories, davon 2 direkte Abhängigkeiten.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
torch2.1.2direktkritisch282.13.0
setuptools80.10.2direktmittel283.0.0

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": [
        "artificial-intelligence",
        "computational-chemistry",
        "machine-learning",
        "machine-learning-potential",
        "quantum-chemistry",
        "quantum-chemistry-programs",
        "quantum-mechanics",
        "deep-learning",
        "kernel-method",
        "kernel-ridge-regression",
        "neural-network"
      ],
      "is_fork": false,
      "size_kb": 207535,
      "has_wiki": true,
      "homepage": "http://mlatom.com",
      "languages": {
        "C++": 2360,
        "Julia": 22288,
        "Shell": 982,
        "Python": 2163931,
        "Fortran": 478446,
        "Gnuplot": 174,
        "Makefile": 2507
      },
      "pushed_at": "2026-07-15T00:35:28Z",
      "created_at": "2023-08-16T13:47:48Z",
      "owner_type": "User",
      "updated_at": "2026-07-18T07:37:12Z",
      "description": "AI-enhanced computational chemistry",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "Fortran"
      ]
    },
    "owner": {
      "blog": "http://dr-dral.com",
      "name": "Pavlo O. Dral & group",
      "type": "User",
      "login": "dralgroup",
      "company": "Xiamen University",
      "location": "Xiamen, China",
      "followers": 70,
      "avatar_url": "https://avatars.githubusercontent.com/u/99856727?v=4",
      "created_at": "2022-02-17T03:54:20Z",
      "is_verified": null,
      "public_repos": 24,
      "account_age_days": 1620
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.23.4",
          "kind": "patch",
          "published_at": "2026-07-15T00:35:42Z"
        },
        {
          "tag": "v3.23.3",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:46Z"
        },
        {
          "tag": "v3.23.2",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:43Z"
        },
        {
          "tag": "v3.23.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:41Z"
        },
        {
          "tag": "v3.23.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:12:38Z"
        },
        {
          "tag": "v3.22.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:12:35Z"
        },
        {
          "tag": "v3.21.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:12:33Z"
        },
        {
          "tag": "v3.20.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:12:30Z"
        },
        {
          "tag": "v3.19.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:27Z"
        },
        {
          "tag": "v3.19.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:12:25Z"
        },
        {
          "tag": "v3.18.3",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:22Z"
        },
        {
          "tag": "v3.18.2",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:19Z"
        },
        {
          "tag": "v3.18.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:17Z"
        },
        {
          "tag": "v3.18.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:12:14Z"
        },
        {
          "tag": "v3.17.3",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:11Z"
        },
        {
          "tag": "v3.17.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:09Z"
        },
        {
          "tag": "v3.16.2",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:06Z"
        },
        {
          "tag": "v3.16.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:12:03Z"
        },
        {
          "tag": "v3.16.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:12:01Z"
        },
        {
          "tag": "v3.15.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:58Z"
        },
        {
          "tag": "v3.14.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:56Z"
        },
        {
          "tag": "v3.13.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:53Z"
        },
        {
          "tag": "v3.12.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:51Z"
        },
        {
          "tag": "v3.11.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:48Z"
        },
        {
          "tag": "v3.10.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:11:46Z"
        },
        {
          "tag": "v3.10.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:43Z"
        },
        {
          "tag": "v3.9.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:41Z"
        },
        {
          "tag": "v3.8.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:38Z"
        },
        {
          "tag": "v3.7.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:11:36Z"
        },
        {
          "tag": "v3.7.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:33Z"
        },
        {
          "tag": "v3.6.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:31Z"
        },
        {
          "tag": "v3.5.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:28Z"
        },
        {
          "tag": "v3.4.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:26Z"
        },
        {
          "tag": "v3.3.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:23Z"
        },
        {
          "tag": "v3.2.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:21Z"
        },
        {
          "tag": "v3.1.1",
          "kind": "patch",
          "published_at": "2026-07-14T08:11:18Z"
        },
        {
          "tag": "v3.1.0",
          "kind": "minor",
          "published_at": "2026-07-14T08:11:16Z"
        },
        {
          "tag": "v3.0.1",
          "kind": "patch",
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            "components": [
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                "key": "project_is_still_maintained",
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
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        "name": "Community & Adoption",
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        "metrics": [
          {
            "key": "popularity",
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            "notes": [],
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                "max_points": 60
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              {
                "key": "forks",
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                    "code": "forks",
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                "key": "watchers",
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            "key": "community_health",
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            "notes": [],
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                  {
                    "code": "license_standard",
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                  {
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              },
              {
                "key": "code_of_conduct",
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              {
                "key": "issue_template",
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        "key": "governance",
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            "notes": [],
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              "top_contributor_share": 0.766
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                "key": "bus_factor",
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 77% of commits",
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                    "code": "top_contributor_share",
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                "max_points": 22.5
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                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "4 contributors",
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              {
                "key": "openssf_scorecard_contributors",
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                "max_points": 10
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          },
          {
            "key": "responsiveness",
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            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
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              "merged_prs": 38,
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              "closed_issues": 5,
              "issue_closed_ratio": 0.625,
              "closed_unmerged_prs": 2
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                "key": "issue_resolution",
                "name": "Issue resolution",
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                "points": 29.2,
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                  {
                    "code": "issues_closed_share",
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                      "share": 62
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "38/40 decided PRs merged",
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                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 38,
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 6/24 approved changesets -- score normalized to 2",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 53,
            "inputs": {
              "followers": 70,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "dralgroup",
              "public_repos": 24,
              "account_age_days": 1620
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
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                "detail": "not applicable to user accounts",
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                "max_points": 20
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "70 followers of dralgroup",
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                    "code": "owner_followers",
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                      "count": 70,
                      "login": "dralgroup"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "24 public repos, account ~4 yr old",
                "points": 19,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 24
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
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                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "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": 44,
        "weight": 0.2,
        "metrics": [
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            "key": "engineering_practices",
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            "note": null,
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
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                "details": [
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                    "code": "ci_workflows",
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                      "count": 1
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                "max_points": 24
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              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 0,
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              {
                "key": "linter_config",
                "name": "Linter config",
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                "points": 0,
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              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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                "points": 0,
                "status": "missed",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
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                "details": [],
                "max_points": 6.4
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              {
                "key": "openssf_scorecard_ci_tests",
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
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            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
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                "computational-chemistry",
                "machine-learning",
                "machine-learning-potential",
                "quantum-chemistry",
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                "quantum-mechanics",
                "deep-learning",
                "kernel-method",
                "kernel-ridge-regression",
                "neural-network"
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            "components": [
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                "name": "README",
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                "key": "documentation_directory",
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                "key": "topics",
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                "key": "wiki",
                "name": "Wiki",
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                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
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        "name": "Security",
        "value": 49,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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                "code": "excluded_no_data",
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                    "signed_releases"
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 45,
            "inputs": {
              "source": "openssf_scorecard",
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                "key": "binary_artifacts",
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              },
              {
                "key": "branch_protection",
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                "points": 0,
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                "key": "ci_tests",
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                "key": "cii_best_practices",
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                "points": 0,
                "status": "missed",
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                "max_points": 2.5
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                "key": "code_review",
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              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
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                "details": [],
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              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
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                "detail": "license file detected",
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                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
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                "status": "met",
                "details": [],
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              },
              {
                "key": "packaging",
                "name": "Packaging",
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                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "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",
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              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
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                "status": "met",
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                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Matched the pypi:mlatom@3.23.4 runtime dependency closure — what installing the published package pulls in — 55 packages. Reachability is not analyzed.",
            "notes": [
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                "code": "advisories_scope_published",
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                  "assessed": 55
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              },
              {
                "code": "advisories_reachability",
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            ],
            "value": 64,
            "inputs": {
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              "assessed_packages": 55,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, moderate 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: torch 2.1.2 (critical 9.8), setuptools 80.10.2 (moderate 6.1)",
                "points": 6.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "torch 2.1.2 (critical 9.8), setuptools 80.10.2 (moderate 6.1)"
                    }
                  }
                ],
                "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": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 829 days ago",
                "points": 32.1,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 829
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                  }
                ],
                "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": 55,
              "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": {}
              }
            ],
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              "red_flag": false,
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              "policy_countries": [
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                "Iran",
                "North Korea"
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              "assessed_self_published_locations": 2
            },
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                "details": [
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                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 40,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
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              "legible_history_share": 0.38,
              "agent_instruction_files": [
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            },
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              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "38 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 20.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 38,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "critical",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 18,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
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              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 195102,
              "source_files_sampled": 103,
              "oversized_source_files": 9
            },
            "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": "9/103 source files over 60KB",
                "points": 50.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 103,
                      "oversized": 9
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "pypi package 'mlatom' points at a different repository (http://mlatom.com); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T07:04:13.993018Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dralgroup/mlatom.svg",
  "full_name": "dralgroup/mlatom",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

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