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Software-GesundheitsberichtSchema 0.26.0 · Metriken 1.13.0 · 2026-07-22 18:47 UTC

zw008 / VMware-Monitor

Read-only VMware vCenter/ESXi monitoring — code-level enforced safety, zero destructive operations

PythonMIT★ 9 Sterne⑂ 3 Forksseit Feb. 2026Auf GitHub ansehen ↗

zw008/VMware-Monitor erreicht einen Gesundheitsindex von 60 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (87/100) ab, am schwächsten bei Community & Adoption (36/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

60
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.

60
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

wei zhouPersönliches Konto
18 Follower32 öffentliche Reposseit Jan. 2015

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIvmware-monitor1.8.8-71vor 1 Tag

Metriken nach Kategorie

Vitalität

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

87Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
13.8/36Commit-Rhythmus — 20/52 Wochen mit Commits
18/18Commit-Volumen — 165 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year165
human_commit_share0,93
days_since_last_push0
active_weeks_last_year20

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 69 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 1 Tagen
27/27Release-Rhythmus — ein Release etwa alle 0,8 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count69
latest_release_tagv1.8.8
releases_from_tagsnein
days_since_latest_release1
mean_days_between_releases0,8
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?

36Gefährdet · 18 % des Gesamtindex
Wie die Bewertung erfolgt
14.6/60Stars — 9 Stars
2.5/25Forks — 3 Forks
0/15Watcher — 0 Watcher
Verwendete Eingangsdaten
forks3
stars9
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
0/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingnein
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templateja

Nachhaltigkeit & Governance

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

56Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
0.2/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 99 % der Commits
2.7/13.5Breite der Beitragenden — 2 Beitragende
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor1
contributors_sampled2
top_contributor_share0,992
Wie die Bewertung erfolgt
46.8/46.8Issue-Lösungsquote — 100 % der Issues geschlossen
21/38.3PR-Annahme — 11/20 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs11
open_issues0
closed_issues3
issue_closed_ratio1
closed_unmerged_prs9
Wie die Bewertung erfolgt
10/30Organisatorische Trägerschaft — persönliches (Nutzer-)Konto
0/20Verifizierte Domain — für Nutzerkonten nicht anwendbar
9.2/25Reichweite des Inhabers — 18 Follower von zw008
23.1/25Kontohistorie — 32 öffentliche Repos, Kontoalter ca. 11 Jahre
Verwendete Eingangsdaten
followers18
owner_typeUser
is_verified
owner_loginzw008
public_repos32
account_age_days4.201
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 1 Tagen
20/20Versionshistorie — 71 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesvmware-monitor
ecosystemspypi
any_deprecatednein
min_days_since_publish1

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

52Mittel · 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 — keine Daten
Verwendete Eingangsdaten
has_cinein
has_testsja
has_editorconfignein
has_linter_confignein
has_precommit_confignein
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: CI-Tests. Die verbleibenden Gewichte wurden renormalisiert.

Dokumentation

85Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
0/15Dokumentations-/Homepage-Site
10/10Repository-Beschreibung
10/10Topics — 16 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsai-skill, aiops, claude-code, codex, esxi, gemini-cli, homelab, infrastructure, mcp, monitoring, pyvmomi, read-only, vcenter, vmware, vsphere, agent-skills
has_wikija
homepage
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

67Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
0/2.5CI-Tests — keine Daten
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflow — keine Daten
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — keine Daten
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — keine Daten
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated12
scorecard_versionv5.5.0
checks_inconclusive6
scorecard_aggregate5,9
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, ci_tests, 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
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories1
affected_packages1
assessed_packages55
unassessed_packages0
affected_by_severityhigh 1
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 55 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 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.

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.

48Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 93 von 93 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share1
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
0/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
6/10Belegte Agentenpraxis — 3 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 7 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfileja
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_confignein
typecheck_configs
agent_commit_share0,03
toolchain_manifests
dependency_bot_commit_share0,07
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
55/55Handhabbare Dateigrößen — 0/79 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes45.608
source_files_sampled79
oversized_source_files0
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalja
api_schema_files

Eckdaten

9GitHub-Sterne
2Mitwirkende
165Commits, letzte 12 Monate
0Tage seit letztem Push
69Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:vmware-monitor@1.8.8; advisories assessed against the repository dependency graph instead

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 3 ⇿
0Sterne
3Forks
25Releases

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.

12233312026-032026-042026-04
Major 0Minor 5Patch 20
OpenSSF Scorecard 5.9 / 10
5.9Gesamtwert

Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-22 18:47 UTC

10Binary-Artifactsno binaries found in the repo
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
k. A.CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
k. A.Dangerous-Workflowno workflows found
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
k. A.Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
k. A.Token-PermissionsNo tokens found
9Vulnerabilities1 existing vulnerabilities detected
Direkte Abhängigkeiten 9
RegistryPaketVersionsvorgabeManifest
PyPIpyvmomi>=8.0.3.0,<10.0pyproject.toml
PyPIpyaml>=24.0,<27.0pyproject.toml
PyPItyper>=0.12,<1.0pyproject.toml
PyPIrich>=13.0,<16.0pyproject.toml
PyPIapscheduler>=3.10,<4.0pyproject.toml
PyPIhttpx>=0.27,<1.0pyproject.toml
PyPIpython-dotenv>=1.0,<2.0pyproject.toml
PyPImcp>=1.10,<2.0pyproject.toml
PyPIvmware-policy>=1.8.5,<2.0pyproject.toml
Alle Abhängigkeiten 55

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 9 direkte und 46 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIapscheduler3.11.2direkt
PyPIhttpx0.28.1direkt
PyPImcp1.28.1direkt
PyPIpyaml26.2.1direkt
PyPIpython-dotenv1.2.2direkt
PyPIpyvmomi9.0.0.0direkt
PyPIrich14.3.3direkt
PyPItyper0.24.1direkt
PyPIvmware-policy1.8.8direkt
PyPIannotated-doc0.0.4indirekt
PyPIannotated-types0.7.0indirekt
PyPIanyio4.13.0indirekt
PyPIattrs26.1.0indirekt
PyPIcertifi2026.2.25indirekt
PyPIcffi2.0.0indirekt
PyPIclick8.3.1indirekt
PyPIcolorama0.4.6indirekt
PyPIcoverage7.13.5indirekt
PyPIcryptography49.0.0indirekt
PyPIexceptiongroup1.3.1indirekt
PyPIh110.16.0indirekt
PyPIhttpcore1.0.9indirekt
PyPIhttpx-sse0.4.3indirekt
PyPIidna3.15indirekt
PyPIiniconfig2.3.0indirekt
PyPIjsonschema4.26.0indirekt
PyPIjsonschema-specifications2025.9.1indirekt
PyPImarkdown-it-py4.0.0indirekt
PyPImdurl0.1.2indirekt
PyPIpackaging26.0indirekt
PyPIpluggy1.6.0indirekt
PyPIpycparser3.0indirekt
PyPIpydantic2.12.5indirekt
PyPIpydantic-core2.41.5indirekt
PyPIpydantic-settings2.14.2indirekt
PyPIpygments2.20.0indirekt
PyPIpyjwt2.13.0indirekt
PyPIpytest9.0.3indirekt
PyPIpytest-cov7.1.0indirekt
PyPIpython-multipart0.0.32indirekt
PyPIpywin32311indirekt
PyPIpyyaml6.0.3indirekt
PyPIreferencing0.37.0indirekt
PyPIrpds-py0.30.0indirekt
PyPIruff0.15.9indirekt
PyPIshellingham1.5.4indirekt
PyPIsse-starlette3.3.4indirekt
PyPIstarlette1.3.1indirekt
PyPItomli2.4.1indirekt
PyPItyping-extensions4.15.0indirekt
PyPItyping-inspection0.4.2indirekt
PyPItzdata2026.1indirekt
PyPItzlocal5.3.1indirekt
PyPIuvicorn0.42.0indirekt
PyPIvmware-monitor1.8.8indirekt
Abhängigkeits-Advisories 1

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 55 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 1 tragen bekannte Advisories, davon 0 direkte.

PaketVersionBeziehungSchweregradAdvisoriesBehoben in
click8.3.1indirekthoch18.3.3

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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          "tag": "v1.6.0",
          "kind": "minor",
          "published_at": "2026-06-22T09:15:54Z"
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          "body": "…ne HTML snapshots\n\n- cluster_health_summary MCP tool (22→23): 3 batched PropertyCollector passes\n  roll hosts/VM power/live CPU+mem/alarms up per cluster with an opinionated\n  status + attention reasons, and flatten anomalies into a ranked top_issues\n  focus list (top_n cap, honest issues_total). A\n[…]\nd add-a-column example; every render ends with a customization hint.\n- Public render_summary_console / write_html_snapshot for companion reuse.\n- ruff per-file-ignore E501 for the CSS template module.",
          "is_bot": false,
          "headline": "feat: cluster health triage — one-glance summary, top-N issues, offli…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-13T07:11:50Z",
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          "is_coding_agent": false
        },
        {
          "oid": "b60c84cac3afaf8cc0202ca42a96b86c568a76e7",
          "body": "…ct_objects\n\nget_ntp_status/get_host_services/get_certificate_status read serviceInfo/\ncertificateInfo lazily off the per-host HostServiceSystem/HostCertificateManager\nref — one extra SOAP round-trip per host (issue #31 class, one hop removed).\nNew ops/_collect._collect_objects batches the boundary property for all refs in\none RetrievePropertiesEx; per-host N collapses to 2 calls. Output shape unchanged.\nRegression test uses raising vim proxies so any lazy access fails loudly.",
          "is_bot": false,
          "headline": "perf: batch host-check boundary reads (NTP/services/certs) via _colle…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-13T04:43:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "062e47793308ec1db10d8fb4c7b94007cbf96d0a",
          "body": null,
          "is_bot": false,
          "headline": "feat: add host_log_scan MCP tool (issue #31 request); 21->22 tools",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-03T00:45:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5c6335856b7f24963fdf9788b889b6aa9ca287a",
          "body": "…lper (issue #31 follow-up)",
          "is_bot": false,
          "headline": "perf: batch all monitoring read paths via shared PropertyCollector he…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-02T14:26:33Z",
          "body_truncated": false,
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        },
        {
          "oid": "33daa404ec65ce2ee1ceb30c233e2b4d646900e3",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.7.1 (large-inventory scale fix, issue #31)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-02T10:43:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e6346b63c2072c30468e04aa49ef723514cb55ea",
          "body": "Read-only inventory tools (list_virtual_machines, list_esxi_hosts,\nlist_all_datastores, list_all_clusters, list_all_networks, find_vm_by_name)\nwalked a container view and then read pyVmomi lazy properties per object\n(vm.config.hardware.numCPU, vm.runtime.host.name, len(host.vm), per-VM\nfolder_path w\n[…]\nd _get_objects.\n\nSame root cause as AIops issue #31; fixed here in the sibling read-only skill\nper the family-sync rule.\n\n(uv.lock: benign vmware-monitor 1.6.1->1.7.0 version sync picked up by uv run)",
          "is_bot": false,
          "headline": "fix: batch inventory reads via PropertyCollector (AIops issue #31)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-07-02T09:28:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "10ec0dfc1c57987c9351c36947d9659ead999644",
          "body": "…wizard",
          "is_bot": false,
          "headline": "feat: add 10 read-only observability tools (MCP 11→21) + guided init …",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-27T00:55:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d9afc6092167bda7ec2629aecf506fb2fcc3f63",
          "body": "Resolves medium-severity symlink-escape advisory in\nNestedSecretsSettingsSource. Transitive pin via uv.lock.",
          "is_bot": false,
          "headline": "fix(deps): bump pydantic-settings to 2.14.2 (GHSA-4xgf-cpjx-pc3j)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-26T01:12:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fcb7c61df6e01a46deda76c65c09dff3ace008a",
          "body": "Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: release v1.6.1 (.env password b64 obfuscation)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-23T23:54:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dd49823b3bf534d8188b2d6a60dcdd5bbf95f8f1",
          "body": "Ruff F401 — the test uses plain asserts, not pytest.raises.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: remove unused pytest import from b64 regression test",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-23T23:38:40Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d39a47bfcfc946e865bb0bf6c23a863c4ee26767",
          "body": "Plaintext *_PASSWORD values in ~/.<skill>/.env are rewritten to b64: on\nfirst load and decoded transparently at runtime, via python-dotenv's own\nparser so the stored secret never drifts (handles quotes, inline comments,\ntrailing whitespace, and passwords literally starting with b64:).\nObfuscation, not encryption — for real at-rest secrecy inject from a\nsecret manager. Adds a 10-case regression suite per skill.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: auto-obfuscate .env passwords to grep-safe b64 form",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-23T14:38:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "20f14d9048107a563e3747eecab470803ac7fc3a",
          "body": "No skill code changes; aligns to v1.6.0 and picks up vmware-policy 1.6.0 governance upgrades.",
          "is_bot": false,
          "headline": "chore: v1.6.0 — family alignment + harness trust architecture",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-22T09:15:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8702fd2d6950a254d34f74fd33e3de0b07277880",
          "body": "No code changes. Aligns with the v1.5.39 family release (AIops snapshot-delete async +\nhonest-timeout fix; Storage datastore-browse timeout fix).",
          "is_bot": false,
          "headline": "chore: bump to v1.5.39 for family version alignment",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-22T00:35:05Z",
          "body_truncated": false,
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        },
        {
          "oid": "231d0233c4505c7761cbab8e6def305b810df5f8",
          "body": "…pendabot security alerts\n\nResolves all open Dependabot alerts (5 high / 4 medium / 5 low):\n- cryptography -> 49.0.0 (bundled OpenSSL vuln)\n- starlette -> 1.3.1 (SSRF/NTLM via UNC, form-limit bypass)\n- python-multipart -> 0.0.32 (quadratic querystring DoS, smuggling)\n- pyjwt -> 2.13.0 (public-key JWK as HMAC secret, algo bypass, DoS)",
          "is_bot": false,
          "headline": "chore: bump cryptography/starlette/python-multipart/pyjwt to patch De…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-17T02:04:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "778d469ecb4c14101d23b8292da7c5d819cbe6e4",
          "body": null,
          "is_bot": false,
          "headline": "chore: release alignment v1.5.38",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-12T06:30:31Z",
          "body_truncated": false,
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        },
        {
          "oid": "99f58d16c00dde318c63fe327501dcd410c2ba17",
          "body": "…v1.5.37)",
          "is_bot": false,
          "headline": "feat: wire up advertised sensors/services/networks tools; doc fixes (…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-12T01:49:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf094cb0b9c113bae0b6870cba594ed6e57b4fb0",
          "body": null,
          "is_bot": false,
          "headline": "fix: MCP error-shape, resilient daemon, no false all-clear (v1.5.36)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-11T23:03:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efd5387a27b8fe5b3628e587b9318ab043b476d6",
          "body": "Family-wide security release. See RELEASE_NOTES.md for the per-skill detail.\nAligns all 11 packages back to a single version (1.5.35).",
          "is_bot": false,
          "headline": "fix: security hardening (v1.5.35)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-10T00:16:33Z",
          "body_truncated": false,
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        },
        {
          "oid": "ded70d4dcf1336715ec152039fb5a76be6c4dbc7",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v1.5.32",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-08T02:29:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ec16c3eb0e3f69d7dffacf73c97faf7c5037ee4",
          "body": "…tool\n\n- sensor status from healthState.key (was sensorType — category, not health)\n- DVPortgroupReconfiguredEvent casing (never matched)\n- vm_list_snapshots MCP tool added — CLI had snapshot-list, MCP didn't\n  (踩坑 #34); docs' '8 tools' claim now true\n- test_no_destructive_code.py stale hardcoded cwd fixed (repo moved)\n- vim introspection conformance regression; docs synced",
          "is_bot": false,
          "headline": "fix: sensor health field + event casing; feat: vm_list_snapshots MCP …",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-08T02:15:28Z",
          "body_truncated": false,
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        },
        {
          "oid": "4d689e2b07455618644d58a8482041f2878c88ee",
          "body": null,
          "is_bot": false,
          "headline": "chore: v1.5.30 family version alignment (no functional changes)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-06-07T12:51:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33bfa874b2b8b8a4383df194e09a90f56399a139",
          "body": "chore: bump starlette from 1.0.0 to 1.0.1",
          "is_bot": false,
          "headline": "Merge pull request #14 from zw008/dependabot/uv/starlette-1.0.1",
          "author_name": "wei zhou",
          "author_login": "zw008",
          "committed_at": "2026-06-07T07:23:36Z",
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          "is_coding_agent": false
        },
        {
          "oid": "3a7a729175b3b7aa5e9d79610c06355359800e54",
          "body": "Bumps [starlette](https://github.com/Kludex/starlette) from 1.0.0 to 1.0.1.\n- [Release notes](https://github.com/Kludex/starlette/releases)\n- [Changelog](https://github.com/Kludex/starlette/blob/main/docs/release-notes.md)\n- [Commits](https://github.com/Kludex/starlette/compare/1.0.0...1.0.1)\n\n---\nupdated-dependencies:\n- dependency-name: starlette\n  dependency-version: 1.0.1\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "chore: bump starlette from 1.0.0 to 1.0.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-04T17:26:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f34b682996a39f2de014b7427320ed1585a81267",
          "body": "Adds cp310 wheels and exceptiongroup marker after requires-python>=3.10\nwas declared in v1.5.21. No source changes; lock-only refresh.",
          "is_bot": false,
          "headline": "chore: refresh uv.lock for python 3.10 wheels",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-30T01:30:32Z",
          "body_truncated": false,
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        },
        {
          "oid": "81af5d26a36c4c09abda4da04e815a751f46ffaf",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.5.29 — --folder-filter CLI flag (CLI/MCP parity, 踩坑 #34)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-29T02:12:35Z",
          "body_truncated": false,
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        },
        {
          "oid": "82862f60020b1dbb3e2a4055be1412b61c626a0c",
          "body": "…坑 #34)\n\nThe folder_filter parameter was added to the ops layer and MCP tool in\nv1.5.21 (community PR #11) but the CLI Typer command never got the flag.\nThis closed the CLI/MCP exposure asymmetry flagged in CLAUDE.md 踩坑 #34.\n\n- Add --folder-filter to 'vmware-monitor inventory vms'\n- Show '[folder~X]' marker in the table title when active\n- Add 7 unit tests covering filter behavior + CLI --help smoke\n- Update cli-reference.md and capabilities.md to drop 'MCP-only' caveat",
          "is_bot": false,
          "headline": "feat(cli): expose --folder-filter on inventory vms (CLI/MCP parity, 踩…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-29T02:00:09Z",
          "body_truncated": false,
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        },
        {
          "oid": "7cca3d94cbdc5127174521b362e5facfbd7dfa81",
          "body": "… community PR #11)",
          "is_bot": false,
          "headline": "docs: document folder_path field and folder_filter parameter (v1.5.21…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-29T01:45:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93ce742a060336e20d633f5d06beb376082dc473",
          "body": "Bumps [idna](https://github.com/kjd/idna) from 3.11 to 3.15.\n- [Release notes](https://github.com/kjd/idna/releases)\n- [Changelog](https://github.com/kjd/idna/blob/master/HISTORY.md)\n- [Commits](https://github.com/kjd/idna/compare/v3.11...v3.15)\n\n---\nupdated-dependencies:\n- dependency-name: idna\n  dependency-version: '3.15'\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore: bump idna from 3.11 to 3.15 (#13)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-23T09:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b7d9b46e5c462e83e1cca13527ec6d8fe25d228",
          "body": "Repo has no .github/workflows/*.yml, so weekly Dependabot scans for\ngithub-actions fail with 'dependency_file_not_found'. Drop the block.",
          "is_bot": false,
          "headline": "ci: remove github-actions ecosystem from dependabot",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-23T09:17:03Z",
          "body_truncated": false,
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        },
        {
          "oid": "7e5b38f5f98d85e8e01f62873d69980b3d87c17e",
          "body": "…y (v1.5.28)\n\nUnder mcp 1.10-1.13 (Goose and some sandboxes pin these), FastMCP's\nTool.from_function calls issubclass(param.annotation, Context) without\nresolving forward refs. With 'from __future__ import annotations' all\nparameter annotations are strings, so issubclass(str, Context) raises\n'TypeEr\n[…]\nnts.\n\nThis release strips the future import from mcp_server/server.py in all\n8 affected skills (Harden never had it). Verified all tools list OK\nunder mcp 1.10 and mcp 1.14.\n\nCLAUDE.md 踩坑 #33 updated.",
          "is_bot": false,
          "headline": "fix: remove from __future__ import annotations in mcp_server/server.p…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-20T09:54:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "845867ea8c429c265100f77ba28067e9b0b84a33",
          "body": "v1.5.26 fixed the PEP 604 root cause but kept requires-python = \">=3.11\",\nwhich blocked pip download / install on Python 3.10. The Optional[X] fix is\nwhat actually enables 3.10 compatibility; this release just stops blocking\n3.10 installs.\n\n- pyproject.toml: requires-python = \">=3.10\"\n  (VMware-VKS was >=3.12, now also >=3.10 for family alignment)\n- <pkg>/cli.py mcp_cmd(): version guard triggers on < (3, 10)",
          "is_bot": false,
          "headline": "fix: v1.5.27 — loosen Python requirement to >= 3.10",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-20T06:54:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c45e1132d23ee78d2b9cdc7f7004555b85df0832",
          "body": "vmware-* MCP servers crashed at decorator time on Python 3.10 with\n\"subclass() arg 1 must be a class\". Triggered by a goose user (qwen3.6:27,\nPython 3.10) running vmware-aiops; the same bug existed in every family skill.\n\n- mcp_server/server.py: PEP 604 `X | None` → `Optional[X]` in tool signatures\n\n[…]\nguard against Python < 3.11 with a clear fix command.\n- pyproject.toml: mcp[cli]>=1.10,<2.0 (was >=1.0), so uv doesn't pick an\n  ancient mcp with the same issubclass bug.\n\nFamily-wide bump to v1.5.26.",
          "is_bot": false,
          "headline": "fix: v1.5.26 — MCP server Python 3.10 compatibility (踩坑 #33)",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-20T06:13:57Z",
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        {
          "oid": "91aedd2044c8c3d4e8783ff1c3ad439123ae5a0e",
          "body": "No code change. Bumped together with VMware-AIops and VMware-VKS,\nwhich received the pyVmomi 8.x setattr fix (踩坑 #32).",
          "is_bot": false,
          "headline": "chore: v1.5.24 — family version alignment",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-19T12:21:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "088c604222a8284de62d6ed9313ae42120d39a52",
          "body": "- README + references version-compat tables now include VCF 9.0 / 9.1\n- Added Official Broadcom References pointer (SDKs / xAPIs / Tools)\n- Per-skill specifics in RELEASE_NOTES.md\n\nFamily v1.5.23 alignment.",
          "is_bot": false,
          "headline": "docs: declare VCF 9.0 / 9.1 compatibility",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-19T02:54:25Z",
          "body_truncated": false,
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        {
          "oid": "099f44c8ee5861634aed0d3394a5abdae8063562",
          "body": null,
          "is_bot": false,
          "headline": "release: v1.5.22 — family alignment",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-08T23:23:01Z",
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        {
          "oid": "5ed5531cf102482aed925adc2e57a500b40e43c9",
          "body": "…0.27",
          "is_bot": false,
          "headline": "release: v1.5.21 — folder_path feature (PR #11) + python-multipart 0.…",
          "author_name": "zw008",
          "author_login": "zw008",
          "committed_at": "2026-05-08T23:07:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "fa121606ef8c54fc148c1b1b9244e10c86e22f7b",
          "body": "Bumps [python-multipart](https://github.com/Kludex/python-multipart) from 0.0.26 to 0.0.27.\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-multipart/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/Kludex/python-multipart/c\n[…]\nrt\n  dependency-version: 0.0.27\n  dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "fix: v1.5.6 CRITICAL mcp_server missing from wheel",
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          "committed_at": "2026-04-14T23:50:00Z",
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          "body": "- Security: pytest 9.0.2→9.0.3 (CVE-2025-71176, insecure tmpdir)\n- Deps: rich version constraint <15.0 → <16.0\n- Align with VMware skill family v1.5.4",
          "is_bot": false,
          "headline": "fix: bump to v1.5.4 — pytest CVE-2025-71176, rich <16.0",
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          "headline": "Merge pull request #7 from zw008/dependabot/pip/rich-gte-13.0-and-lt-…",
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          "is_bot": false,
          "headline": "feat: add MCP tool annotations + error handling per Anthropic best pr…",
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          "headline": "fix: add SECURITY.md + expand compatibility for security scan compliance",
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          "committed_at": "2026-04-14T00:44:25Z",
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          "body": "Updates the requirements on [rich](https://github.com/Textualize/rich) to permit the latest version.\n- [Release notes](https://github.com/Textualize/rich/releases)\n- [Changelog](https://github.com/Textualize/rich/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Textualize/rich/compare/v13.0.0...v15.0.0)\n\n---\nupdated-dependencies:\n- dependency-name: rich\n  dependency-version: 15.0.0\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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          "is_bot": false,
          "headline": "fix: add disclaimer + clarify daemon/webhook scope for security scan …",
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          "is_bot": false,
          "headline": "chore: release v1.5.0 — Anthropic best practices + Broadcom attestation",
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          "headline": "chore: Anthropic best practices + author attestation",
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          "headline": "fix: align metadata and docs for ClawHub clean scan",
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          "body": "- Replace shell exec examples with safe placeholders in SKILL.md\n- Replace hardcoded private IPs with placeholder syntax\n- Replace echo password patterns with comment format\n- Passes ClawHub nonSuspicious scanner",
          "is_bot": false,
          "headline": "fix: remove suspicious content from SKILL.md, bump to v1.4.6",
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            "notes": [],
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              "human_commit_share": 0.93,
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            "components": [
              {
                "key": "push_recency",
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                "key": "ships_releases",
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              {
                "key": "openssf_scorecard_signed_releases",
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          {
            "key": "abandonment",
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              "cap": null,
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        ],
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              {
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                ],
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              {
                "key": "watchers",
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                    "code": "watchers",
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            ]
          },
          {
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            "note": null,
            "notes": [],
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            "inputs": {
              "has_readme": true,
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            "components": [
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              {
                "key": "license",
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                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
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                  },
                  {
                    "code": "license_spdx",
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              {
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              {
                "key": "issue_template",
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        ],
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      {
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "key": "openssf_scorecard_contributors",
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                "points": 6,
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                "max_points": 10
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            ]
          },
          {
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            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "status": "met",
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                    "code": "issues_closed_share",
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                      "share": 100
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                ],
                "max_points": 46.75
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                "key": "pr_acceptance",
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              {
                "key": "openssf_scorecard_code_review",
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            ]
          },
          {
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            "notes": [
              {
                "code": "excluded_no_data",
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              {
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            "inputs": {
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              "account_age_days": 4201
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            "components": [
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                "key": "ownership_backing",
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                "status": "partial",
                "details": [
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                ],
                "max_points": 30
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              {
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                "details": [
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                ],
                "max_points": 20
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              {
                "key": "owner_reach",
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                  }
                ],
                "max_points": 25
              },
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                "key": "track_record",
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                  },
                  {
                    "code": "account_age_years",
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                "max_points": 25
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            ]
          },
          {
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            "notes": [],
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            "inputs": {
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              },
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              {
                "key": "not_deprecated",
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                ],
                "max_points": 20
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            ]
          }
        ],
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                "code": "excluded_no_data",
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              },
              {
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            "inputs": {
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                ],
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          },
          {
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            "inputs": {
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            ]
          }
        ],
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        "weight": 0.16,
        "metrics": [
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              },
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            "inputs": {
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                "key": "branch_protection",
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                ],
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                "key": "cii_best_practices",
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              },
              {
                "key": "code_review",
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              {
                "key": "contributors",
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              },
              {
                "key": "dangerous_workflow",
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                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "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": "1 existing vulnerabilities detected",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "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 55 resolved dependencies against OSV. 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": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 55
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 1,
              "affected_packages": 1,
              "assessed_packages": 55,
              "unassessed_packages": 0,
              "affected_by_severity": "high 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": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": 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": {}
              }
            ],
            "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": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 48,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "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": "93 of 93 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 93,
                      "sampled": 93
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.07
            },
            "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, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "7 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 7,
                      "sampled": 100
                    }
                  }
                ],
                "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": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 45608,
              "source_files_sampled": 79,
              "oversized_source_files": 0
            },
            "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": "0/79 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 79,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:vmware-monitor@1.8.8; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T18:47:56.392327Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/z/zw008/VMware-Monitor.svg",
  "full_name": "zw008/VMware-Monitor",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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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 v0.26.0 — vollständige Methodik · Metriken-Wiki.

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