NVIDIA-Merlin/models erreicht einen Gesundheitsindex von 35 von 100 und liegt damit im Bereich Gefährdet. Am stärksten schneidet es bei Engineering Quality (84/100) ab, am schwächsten bei Vitality (19/100). Zuletzt vor 817 Tagen aktualisiert. 4 Mitwirkende tragen den Großteil der jüngsten Arbeit.
35
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.
35
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)
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.
Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
seit 826 Tagen kein menschlicher Commitautomatisierte Commits ausgenommenunbeantwortete Pull Requestsunbeantwortete IssuesReleases stehen stillOpenSSF Scorecard meldet es als ungepflegtGesamtbewertung: Obergrenze Gefährdet
Stille allein ist nie der Befund — eine kleine, fertige Bibliothek braucht womöglich jahrelang keinen Commit. Dieser Hinweis verlangt beides: lange keinen menschlichen Commit und Pflichten, denen das Projekt sichtbar nicht nachkommt. Automatisierte Commits gelten nicht als Pflege.
Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
0/25
Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40
Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
source
osv
advisories
7
affected_packages
2
assessed_packages
13
unassessed_packages
33
affected_by_severity
critical 1, moderate 1
direct_affected_packages
0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 13 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 33 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.
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.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 56 ⇿
0Sterne
56Forks
18Releases
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.
Major 0Minor 17Patch 1
Jeder Punkt umfasst 5 Tage.
OpenSSF Scorecard 4.0 / 10
4.0Gesamtwert
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 · 2026-07-31 03:12 UTC
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 46 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
Registry
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transformers
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Abhängigkeits-Advisories 2
Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 13 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 2 tragen bekannte Advisories, davon 0 direkte. 33 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.
Paket
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mittel
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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
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"headline": "Introducing BatchBlock (#1192)",
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"headline": "Enable lazy module initialization from schema for any module (#1186)",
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"headline": "Adding MMOE & PLE (#1173)",
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"headline": "Adding ElementWiseSum (#1183)",
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"headline": "Rename Schema Inspection names in the torch schema module (#1179)",
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"headline": "Adding ToTuple (#1178)",
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"body": "…eatures (#1169)\n\n* Making retrieval encoders more trustworthy by setting the map_partitions(meta) with the expected output dataframe schema. This fixes the issue when multi-hot features were used in the user / item tower encoding\r\n\r\n* Changing back the schema of music_streaming_data fixture and doing the required changes within test_two_tower_v2_export_item_tower_embeddings_with_seq_item_features",
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"headline": "Fixes retrieval encoders when query / item features have dense list f…",
"author_name": "Gabriel Moreira",
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"body": "* Add DLRM Model\r\n\r\n* make model a class rather a function\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Add DLRM Model (#1171)",
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"body": "* Adding DCN-V2\r\n\r\n* Merging CrossBlock & CrossLink\r\n\r\n* Merging CrossBlock & CrossLink\r\n\r\n* Adding with_low_rank to CrossBlock",
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"headline": "Adding CrossBlock (used in DCN-v2) (#1172)",
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"body": "* Removing Link in favour of some new Blocks like: ResidualBlock & ShortcutBlock\r\n\r\n* Removing Link in favour of some new Blocks like: ResidualBlock & ShortcutBlock\r\n\r\n* Add conversion test\r\n\r\n* Some bug fixes + 100% test-coverage for block.py\r\n\r\n* Improve doc-strings\r\n\r\n* Remove un-used isblock again",
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"headline": "Remove link, and introduce ShortcutBlock + ResidualBlock (#1170)",
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"headline": "Replace import of collections.Sequence with collections.abc.Sequence …",
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"headline": "Add fixture to cleanup dataloader (#1167)",
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"author_login": "oliverholworthy",
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"headline": "We need to remove README after the hyper link. (#1163)",
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"headline": "Adding some extra methods to make working with blocks easier (#1154)",
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"headline": "Add Encoder & Predictor (#1112)",
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"headline": "Update the pretrained example notebook (#1152)",
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"headline": "asvdb tracking for next item prediction (#1042)",
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"headline": "adding ops-bot yaml file (#1108)",
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"headline": "Install dependencies in transformers4rec test (#1133)",
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"body": "* Adding improved doc-strings\r\n\r\n* Adding torch github-action + add copyright\r\n\r\n* Increase test-coverage\r\n\r\n* Expose Sequence in __init__\r\n\r\n* Give n in repeat a default value\r\n\r\n* Adding BlockContainerDict\r\n\r\n* Adding ParallelBlock\r\n\r\n* Adding sample_batch & sample_features\r\n\r\n* Output Batch inste\n[…]\n\n* Increase test-coverage\r\n\r\n* Fixing doc-strings\r\n\r\n* Some tiny doc-string updates\r\n\r\n* Increasing test-coverage\r\n\r\n* Fix failined nested router test\r\n\r\n* Making test-classes for functions camel-case",
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"body": "* Increase test-coverage\r\n\r\n* Adding ParallelBlock\r\n\r\n* Adding MLPBlock\r\n\r\n* Quick-fix activation in MLPBlock\r\n\r\n* Fixing merge conflicts\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
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"body": "* Adding improved doc-strings\r\n\r\n* Adding torch github-action + add copyright\r\n\r\n* Adding simple aggregations: Concat & Stack\r\n\r\n* Adding MaybeAgg for use in places like MLPBlock\r\n\r\n* Add sorting to doc-string as pointed out in PR review\r\n\r\n* Fixing linting issues",
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"headline": "Adding simple aggregations: concat & stack (#1092)",
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"body": "* Fix CI path detection for changed files\r\n\r\n* modify a file in xgb directory\r\n\r\n* check if full name exists in mapping\r\n\r\n* Revert \"modify a file in xgb directory\"\r\n\r\nThis reverts commit 3dc918c919d35e272a275a169ac0795877edcee0.\r\n\r\n* modify a file in xgb directory\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Fix CI path detection for changed files (#1124)",
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"body": "* Add BinaryOutput\r\n\r\n* address comments\r\n\r\n* Add RegressionOutput\r\n\r\n* Add continuous tag to target\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Add RegressionOutput (#1115)",
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"body": "* Adding Link\r\n\r\n* Fixing doc-strings\r\n\r\n---------\r\n\r\nCo-authored-by: edknv <109497216+edknv@users.noreply.github.com>",
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"body": "* Include .github directory in prettier lint\r\n\r\n* Re-format workflows with prettier\r\n\r\n* Include markdown files in prettier config\r\n\r\n* Format Markdown with prettier",
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"body": "* Add actionlint job to check GitHub Workflows\r\n\r\n* Update formatting of GitHub Workflow files\r\n\r\n* correct indentation in cpu-horovod\r\n\r\n---------\r\n\r\nCo-authored-by: Marc Romeyn <marcromeyn@gmail.com>",
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"headline": "Add actionlint job to lint check in GitHub Workflows (#1119)",
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"body": "* Fixing ci skipping\r\n\r\n* pytorch backend should be torch\r\n\r\n* Trying to rename to main\r\n\r\n* Trying to add another way to get the main branch\r\n\r\n* Trying to add another way to get the main branch\r\n\r\n* Trying to get main-branch through refs\r\n\r\n* Trying to get main-branch through refs\r\n\r\n* Adding line\n[…]\n everything\r\n\r\n* Trying to fix pulling in python\r\n\r\n* Trying to fix pulling in python\r\n\r\n* Remove duplicate $\r\n\r\n* Remove duplicate $\r\n\r\n* When empy string is passed as compare_branch, default to main",
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}
],
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{
"key": "openssf_scorecard_code_review",
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"points": 13.5,
"status": "partial",
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]
},
{
"key": "stewardship",
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"notes": [],
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"owner_login": "NVIDIA-Merlin",
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"components": [
{
"key": "ownership_backing",
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"details": [
{
"code": "owner_organization",
"params": {}
}
],
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{
"key": "verified_domain",
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"detail": null,
"points": 0,
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},
{
"key": "owner_reach",
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"detail": "468 followers of NVIDIA-Merlin",
"points": 19.2,
"status": "partial",
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{
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{
"key": "track_record",
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"detail": "15 public repos, account ~5 yr old",
"points": 19.4,
"status": "partial",
"details": [
{
"code": "public_repos",
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"count": 15
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},
{
"code": "account_age_years",
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}
],
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]
},
{
"key": "package_maintenance",
"band": "moderate",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"packages": [
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"ecosystems": "pypi",
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"min_days_since_publish": 933
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"components": [
{
"key": "published_resolvable",
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"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"count": 1,
"ecosystems": "pypi"
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],
"max_points": 25
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{
"key": "publish_recency",
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"detail": "latest publish 933 days ago",
"points": 4,
"status": "partial",
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{
"code": "publish_recency",
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{
"key": "version_history",
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{
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],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 84,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 74,
"inputs": {
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"name": "CI workflows",
"detail": "23 workflow(s)",
"points": 24,
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"details": [
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"code": "ci_workflows",
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}
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{
"key": "tests_present",
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"detail": null,
"points": 24,
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{
"key": "linter_config",
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"detail": "tox.ini",
"points": 16,
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{
"key": "pre_commit_hooks",
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"points": 9.6,
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{
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{
"key": "openssf_scorecard_ci_tests",
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]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"components": [
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{
"key": "documentation_directory",
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{
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"detail": null,
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},
{
"key": "topics",
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"detail": "10 topics",
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"code": "topics_count",
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{
"key": "wiki",
"name": "Wiki",
"detail": null,
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}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 40,
"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4
},
"components": [
{
"key": "binary_artifacts",
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"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
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],
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{
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"status": "missed",
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
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},
{
"key": "contributors",
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"points": 2.5,
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},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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},
{
"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",
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},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
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},
{
"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": [],
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},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
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},
{
"key": "token_permissions",
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"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",
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"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 13 resolved dependencies against OSV; 33 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
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"code": "excluded_no_data",
"params": {
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},
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{
"code": "advisories_scope_repository",
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},
{
"code": "advisories_unassessed",
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},
{
"code": "advisories_repo_graph_caveat",
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},
{
"code": "advisories_reachability",
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}
],
"value": 100,
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"unassessed_packages": 33,
"affected_by_severity": "critical 1, moderate 1",
"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": [
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"code": "no_direct_advisories",
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}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
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"points": 0,
"status": "excluded",
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],
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},
{
"key": "no_advisories_left_outstanding",
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"status": "excluded",
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],
"max_points": 40
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]
},
{
"key": "malicious_dependencies",
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"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",
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"direct_malicious_packages": 0,
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},
"components": [
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"name": "No dependency reported as a malicious package",
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"points": 100,
"status": "met",
"details": [
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"code": "no_malicious_dependencies",
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}
],
"max_points": 100
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"components": [
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}
],
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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{
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"name": "AI Readiness",
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"metrics": [
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"key": "ai_agent_context",
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"components": [
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],
"max_points": 45
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{
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"details": [],
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"key": "legible_commit_history",
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]
},
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"notes": [],
"value": 62,
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{
"key": "static_type_checking",
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{
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{
"key": "demonstrated_agent_practice",
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{
"key": "automated_maintenance",
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],
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{
"key": "openssf_scorecard_pinned_dependencies",
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]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
"value": 82,
"inputs": {
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"largest_source_bytes": 105307,
"source_files_sampled": 359,
"oversized_source_files": 2
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"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
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"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "2/359 source files over 60KB",
"points": 54.7,
"status": "partial",
"details": [
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"code": "oversized_source_files",
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}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks, recipes",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks, recipes"
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}
],
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}
]
}
],
"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."
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