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Software-GesundheitsberichtSchema 0.12.0 · Metriken 1.13.0 · 2026-07-17 16:16 UTC
Lumiwealth / lumibot
Backtestable AI trading agents and Python algorithmic trading strategies for stocks, options, crypto, futures, forex, SEC filings, FRED macro data, and real brokers.
Lumiwealth/lumibot erreicht einen Gesundheitsindex von 74 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (100/100) ab, am schwächsten bei Security (52/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
74
gesamt / 100Software-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.
74
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.
Eigentümerschaft
LumiwealthOrganisation
82 Follower11 öffentliche Reposseit Sept. 2020
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | lumibot | 4.5.78 | - | 629 | vor 0 Tagen | algorithmic-tradingbacktestingtrading-botlive-tradingstocksoptionscryptocryptocurrencyfuturesforexquantitative-financealpacainteractive-brokerstradierpolymarketschwabtrading-strategiespaper-tradingai-tradingmulti-assetevent-driven |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
100
Entwicklungsaktivität
100Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 36/36 | Commit-Rhythmus — 52/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 1.932 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 1.932 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release-Disziplin
100Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 89 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 0 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 1,4 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 89 |
| latest_release_tag | v4.5.78 |
| releases_from_tags | nein |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1,4 |
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?
68
Wie die Bewertung erfolgt
| 52.9/60 | Stars — 1.819 Stars |
| 21.2/25 | Forks — 349 Forks |
| 9.6/15 | Watcher — 54 Watcher |
Verwendete Eingangsdaten
| forks | 349 |
| stars | 1.819 |
| watchers | 54 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
50Mittel
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (GPL-3.0) |
| 0/18 | CONTRIBUTING-Leitfaden |
| 0/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 0/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | nein |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
63
Maintainer-Resilienz (Bus-Faktor)
41Gefährdet
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 8.3/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 63 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 38 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 38 |
| top_contributor_share | 0,63 |
Wie die Bewertung erfolgt
| 25.8/46.8 | Issue-Lösungsquote — 55 % der Issues geschlossen |
| 34.1/38.3 | PR-Annahme — 864/969 entschiedene PRs gemergt |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 1/8 approved changesets -- score normalized to 1 |
Verwendete Eingangsdaten
| merged_prs | 864 |
| open_issues | 62 |
| closed_issues | 76 |
| issue_closed_ratio | 0,551 |
| closed_unmerged_prs | 105 |
Eigentümerschaft & Trägerschaft
63Mittel
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 13.8/25 | Reichweite des Inhabers — 82 Follower von Lumiwealth |
| 19.6/25 | Kontohistorie — 11 öffentliche Repos, Kontoalter ca. 5 Jahre |
Verwendete Eingangsdaten
| followers | 82 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Lumiwealth |
| public_repos | 11 |
| account_age_days | 2.136 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen |
| 20/20 | Versionshistorie — 629 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | lumibot |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 0 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
81
Engineering-Praktiken
68Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 4 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Dokumentation
100Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://lumibot.lumiwealth.com |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 20 Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | broker, alpaca, trading-bot, finance, algorithmic-trading, backtesting, quantitative-finance, forex, ai-agents, crypto-trading, fred, futures-trading, interactive-brokers, llm-agents, multi-agent, options-trading, python, sec-filings, stocks, technical-analysis |
| has_wiki | ja |
| homepage | https://lumibot.lumiwealth.com |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
52
Sicherheitslage
52Mittel
Wie die Bewertung erfolgt
| 6.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — keine Daten |
| 2.5/2.5 | CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 1/8 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 4 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 2/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 2.2/7.5 | Vulnerabilities — 7 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,2 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
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.
68
AI-Agentenkontext & Leitlinien
100Exzellent
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md |
| 15/15 | Maschinenlesbare Doku (llms.txt) — llms.txt vorhanden |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | ja |
| legible_history_share | — |
| agent_instruction_files | .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, tests/AGENTS.md |
| agent_instruction_max_bytes | 35.425 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — docsrc/Makefile |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | docsrc/Makefile |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
AI-Code-Lesbarkeit für Modelle
52Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 52.2/55 | Handhabbare Dateigrößen — 31/614 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 312.156 |
| source_files_sampled | 614 |
| oversized_source_files | 31 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples |
Verwendete Eingangsdaten
| example_dirs | examples |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
1.819GitHub-Sterne
38Mitwirkende
1.932Commits, letzte 12 Monate
0Tage seit letztem Push
89Releases
1Bus-Faktor
62offene Issues
PyPIPaket-Ökosysteme
Weitere Details
OpenSSF Scorecard 5.2 / 10
5.2Gesamtwert
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).
| 9 | Binary-Artifacts | binaries present in source code |
| k. A. | Branch-Protection | 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 |
| 10 | CI-Tests | 3 out of 3 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 1/8 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 4 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 4 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 3 | Vulnerabilities | 7 existing vulnerabilities detected |
Alle Abhängigkeiten 59
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 59 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | alpaca-py | — | indirekt |
| PyPI | alpha-vantage | — | indirekt |
| PyPI | anyio | — | indirekt |
| PyPI | appdirs | — | indirekt |
| PyPI | apscheduler | — | indirekt |
| PyPI | bandit | — | indirekt |
| PyPI | bcrypt | — | indirekt |
| PyPI | boto3 | — | indirekt |
| PyPI | ccxt | — | indirekt |
| PyPI | coverage | — | indirekt |
| PyPI | databento | — | indirekt |
| PyPI | duckdb | — | indirekt |
| PyPI | exchange-calendars | — | indirekt |
| PyPI | flask | — | indirekt |
| PyPI | free-proxy | — | indirekt |
| PyPI | google-adk | — | indirekt |
| PyPI | google-genai | — | indirekt |
| PyPI | holidays | — | indirekt |
| PyPI | httpx | — | indirekt |
| PyPI | ibapi | 9.81.1.post1 | indirekt |
| PyPI | isort | — | indirekt |
| PyPI | jsonpickle | — | indirekt |
| PyPI | litellm | — | indirekt |
| PyPI | lumiwealth-tradier | — | indirekt |
| PyPI | matplotlib | — | indirekt |
| PyPI | mcp | — | indirekt |
| PyPI | numpy | — | indirekt |
| PyPI | openai | — | indirekt |
| PyPI | pandas | — | indirekt |
| PyPI | pandas-market-calendars | — | indirekt |
| PyPI | pandas-ta-classic | — | indirekt |
| PyPI | plotly | — | indirekt |
| PyPI | polars | — | indirekt |
| PyPI | polygon-api-client | — | indirekt |
| PyPI | psutil | — | indirekt |
| PyPI | psycopg2-binary | — | indirekt |
| PyPI | py-clob-client-v2 | — | indirekt |
| PyPI | pyarrow | — | indirekt |
| PyPI | pytest | — | indirekt |
| PyPI | pytest-cov | — | indirekt |
| PyPI | pytest-mock | — | indirekt |
| PyPI | python-dotenv | — | indirekt |
| PyPI | pytz | — | indirekt |
| PyPI | quandl | — | indirekt |
| PyPI | quantstats-lumi | — | indirekt |
| PyPI | requests-oauthlib | — | indirekt |
| PyPI | ruff | — | indirekt |
| PyPI | safety | — | indirekt |
| PyPI | schwab-py | — | indirekt |
| PyPI | scipy | — | indirekt |
| PyPI | setuptools | — | indirekt |
| PyPI | sphinx-llms-txt | — | indirekt |
| PyPI | sqlalchemy | — | indirekt |
| PyPI | tabulate | — | indirekt |
| PyPI | termcolor | — | indirekt |
| PyPI | tqdm | — | indirekt |
| PyPI | websockets | — | indirekt |
| PyPI | yappi | — | indirekt |
| PyPI | yfinance | — | indirekt |
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [
"broker",
"alpaca",
"trading-bot",
"finance",
"algorithmic-trading",
"backtesting",
"quantitative-finance",
"forex",
"ai-agents",
"crypto-trading",
"fred",
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"interactive-brokers",
"llm-agents",
"multi-agent",
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"python",
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],
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},
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"created_at": "2020-09-10T10:00:16Z",
"owner_type": "Organization",
"updated_at": "2026-07-17T16:14:07Z",
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"created_at": "2020-09-09T19:48:47Z",
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},
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"keywords": [
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"forex",
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"tradier",
"polymarket",
"schwab",
"trading-strategies",
"paper-trading",
"ai-trading",
"multi-asset",
"event-driven",
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Financial and Insurance Industry",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Topic :: Office/Business :: Financial",
"Topic :: Office/Business :: Financial :: Investment",
"Topic :: Scientific/Engineering :: Artificial Intelligence",
"Topic :: Software Development :: Libraries :: Python Modules"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/lumibot/",
"is_deprecated": false,
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"versions_count": 629,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2021-01-12T18:36:38.071266Z",
"latest_published_at": "2026-07-16T19:16:48.413111Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 349,
"stars": 1819,
"watchers": 54,
"open_issues_and_prs": 82
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples"
],
"has_llms_txt": true,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"docsrc/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 312156,
"source_files_sampled": 614,
"oversized_source_files": 31,
"agent_instruction_files": [
".github/copilot-instructions.md",
"AGENTS.md",
"CLAUDE.md",
"tests/AGENTS.md"
],
"agent_instruction_max_bytes": 35425
},
"dependencies": {
"manifests": [
"pyproject.toml",
"requirements.txt",
"requirements_dev.txt",
"setup.cfg",
"setup.py"
],
"ecosystems": [
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],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "alpaca-py",
"direct": false,
"version": null,
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},
{
"name": "alpha-vantage",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": null,
"ecosystem": "pypi"
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{
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{
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{
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{
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"generated_at": "2026-07-17T16:16:48.254497Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/Lumiwealth/lumibot.svg",
"full_name": "Lumiwealth/lumibot",
"license_state": "standard",
"license_spdx": "GPL-3.0"
}Bewertungen sind Signale, keine Garantien. Sie spiegeln öffentlich sichtbare Praxis auf GitHub wider — kein Code-Audit und keine Sicherheitsgarantie.
Fehlende Daten werden ausgeschlossen und die Gewichte neu normiert, nie als null bewertet. Die Methodik ist versioniert und offen: Metriken v1.13.0, Schema v0.12.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.