Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-28 10:31 UTC
neurallayer / roboquant.py
An open-source algorithmic trading platform written in Python
neurallayer/roboquant.py erreicht einen Gesundheitsindex von 57 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (73/100) ab, am schwächsten bei AI Readiness (27/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
57
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.
57
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
Neural LayerOrganisation
21 Follower33 öffentliche Reposseit Juli 2019
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 | roboquant | 2.6.5 | - | 93 | vor 0 Tagen | algorithmictradingmachine-learningaiinvestmentfinancecryptostocksexchangeforex |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
73
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 13.2/36 | Commit-Rhythmus — 19/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 123 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 123 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 19 |
Release-Disziplin
68Mittel
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 2 Releases veröffentlicht |
| 7.2/36 | Release-Aktualität — letztes Release vor 513 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 4,6 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 2 |
| latest_release_tag | v1.1.0 |
| releases_from_tags | nein |
| days_since_latest_release | 513 |
| mean_days_between_releases | 4,6 |
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?
40
Popularität & Verbreitung
32Gefährdet
Wie die Bewertung erfolgt
| 22.1/60 | Stars — 24 Stars |
| 8.7/25 | Forks — 12 Forks |
| 1.7/15 | Watcher — 3 Watcher |
Verwendete Eingangsdaten
| forks | 12 |
| stars | 24 |
| watchers | 3 |
| 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 (Apache-2.0) |
| 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?
51
Maintainer-Resilienz (Bus-Faktor)
13Kritisch
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 0/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 100 % der Commits |
| 1.4/13.5 | Breite der Beitragenden — 1 Beitragende |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Reaktionsfähigkeit bei Issues & PRs
47Gefährdet
Wie die Bewertung erfolgt
| 46.8/46.8 | Issue-Lösungsquote — 100 % der Issues geschlossen |
| 0/38.3 | PR-Annahme — 0/1 entschiedene PRs gemergt |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Verwendete Eingangsdaten
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 1 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 1 |
Eigentümerschaft & Trägerschaft
63Mittel
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 9.7/25 | Reichweite des Inhabers — 21 Follower von neurallayer |
| 23.2/25 | Kontohistorie — 33 öffentliche Repos, Kontoalter ca. 7 Jahre |
Verwendete Eingangsdaten
| followers | 21 |
| owner_type | Organization |
| is_verified | — |
| owner_login | neurallayer |
| public_repos | 33 |
| account_age_days | 2.567 |
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 — 93 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | roboquant |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 0 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
72
Engineering-Praktiken
60Mittel
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 1 Workflow(s) |
| 24/24 | Tests vorhanden |
| 0/16 | Linter-Konfiguration |
| 0/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — keine Daten |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | nein |
| has_precommit_config | nein |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: CI-Tests. Die verbleibenden Gewichte wurden renormalisiert.
Dokumentation
90Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://roboquant.org |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 11 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | ai, algorithmic-trading, algotrading, crypto, ml, python, stocks, alpaca, ibkr, opensource, trading |
| has_wiki | nein |
| homepage | https://roboquant.org |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
45
Sicherheitslage
31Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — keine Daten |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — keine Daten |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 53 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 3,1 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): ci_tests, packaging, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Abhängigkeits-Advisories
100Exzellent
Wie die Bewertung erfolgt
| 35/35 | 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 | 97 |
| affected_packages | 14 |
| assessed_packages | 155 |
| unassessed_packages | 0 |
| affected_by_severity | critical 2, high 5, moderate 6, low 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. 155 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.
27
AI-Agentenkontext & Leitlinien
1Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — 0 von 100 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
AI-Verify-Loop (Build / Test / Typprüfung)
32Gefährdet
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 0/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 100 |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 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 | — |
| has_devcontainer | nein |
| has_linter_config | nein |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
AI-Code-Lesbarkeit für Modelle
55Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 55/55 | Handhabbare Dateigrößen — 0/118 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 23.601 |
| source_files_sampled | 118 |
| oversized_source_files | 0 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — samples |
Verwendete Eingangsdaten
| example_dirs | samples |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
24GitHub-Sterne
1Mitwirkende
123Commits, letzte 12 Monate
0Tage seit letztem Push
2Releases
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:roboquant@2.6.5; advisories assessed against the repository dependency graph instead
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 12 ⇿
0Sterne
12Forks
2Releases
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 1Minor 1Patch 0
Jeder Punkt umfasst 2 Tage.
OpenSSF Scorecard 3.1 / 10
3.1Gesamtwert
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| k. A. | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| k. A. | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 53 existing vulnerabilities detected |
Direkte Abhängigkeiten 7
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | numpy | >2.0.0 | pyproject.toml |
| PyPI | requests | >2.30.0 | pyproject.toml |
| PyPI | yfinance | >=1.5.2 | pyproject.toml |
| PyPI | pyarrow | >24.0.0 | pyproject.toml |
| PyPI | ta-lib | ==0.6.5 | pyproject.toml |
| PyPI | pandas | >=2.2.0 | pyproject.toml |
| PyPI | matplotlib | >=3.10.0 | pyproject.toml |
Alle Abhängigkeiten 155
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 7 direkte und 148 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | matplotlib | 3.11.0 | direkt |
| PyPI | numpy | 2.5.1 | direkt |
| PyPI | pandas | 2.2.3 | direkt |
| PyPI | pyarrow | 25.0.0 | direkt |
| PyPI | requests | 2.34.2 | direkt |
| PyPI | ta-lib | 0.6.5 | direkt |
| PyPI | yfinance | 1.5.2 | direkt |
| PyPI | absl-py | 2.1.0 | indirekt |
| PyPI | accelerate | 1.8.1 | indirekt |
| PyPI | aiodns | 4.0.4 | indirekt |
| PyPI | aiohappyeyeballs | 2.7.1 | indirekt |
| PyPI | aiohttp | 3.14.1 | indirekt |
| PyPI | aiohttp-fast-zlib | 0.3.0 | indirekt |
| PyPI | aiosignal | 1.4.0 | indirekt |
| PyPI | alpaca-py | 0.43.5 | indirekt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | appnope | 0.1.4 | indirekt |
| PyPI | asttokens | 3.0.0 | indirekt |
| PyPI | attrs | 26.1.0 | indirekt |
| PyPI | beautifulsoup4 | 4.12.3 | indirekt |
| PyPI | build | 1.5.1 | indirekt |
| PyPI | ccxt | 4.5.65 | indirekt |
| PyPI | certifi | 2026.6.17 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | charset-normalizer | 3.4.7 | indirekt |
| PyPI | chronos-forecasting | 2.3.1 | indirekt |
| PyPI | cloudpickle | 3.1.0 | indirekt |
| PyPI | coincurve | 21.0.0 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | comm | 0.2.2 | indirekt |
| PyPI | contourpy | 1.3.1 | indirekt |
| PyPI | cryptography | 49.0.0 | indirekt |
| PyPI | cuda-bindings | 13.3.1 | indirekt |
| PyPI | cuda-pathfinder | 1.5.5 | indirekt |
| PyPI | cuda-toolkit | 13.0.3.0 | indirekt |
| PyPI | curl-cffi | 0.15.0 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | debugpy | 1.8.12 | indirekt |
| PyPI | decorator | 5.2.1 | indirekt |
| PyPI | einops | 0.8.2 | indirekt |
| PyPI | executing | 2.2.0 | indirekt |
| PyPI | farama-notifications | 0.0.4 | indirekt |
| PyPI | filelock | 3.16.1 | indirekt |
| PyPI | fonttools | 4.55.3 | indirekt |
| PyPI | frozenlist | 1.8.0 | indirekt |
| PyPI | fsspec | 2024.12.0 | indirekt |
| PyPI | grpcio | 1.82.1 | indirekt |
| PyPI | gymnasium | 1.0.0 | indirekt |
| PyPI | hf-xet | 1.1.5 | indirekt |
| PyPI | huggingface-hub | 0.33.1 | indirekt |
| PyPI | ibind | 0.1.22 | indirekt |
| PyPI | idna | 3.18 | indirekt |
| PyPI | ipykernel | 7.3.0 | indirekt |
| PyPI | ipython | 9.0.0 | indirekt |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirekt |
| PyPI | ipywidgets | 8.1.6 | indirekt |
| PyPI | jedi | 0.19.2 | indirekt |
| PyPI | jinja2 | 3.1.5 | indirekt |
| PyPI | jupyter-client | 8.9.1 | indirekt |
| PyPI | jupyter-core | 5.7.2 | indirekt |
| PyPI | jupyterlab-widgets | 3.0.14 | indirekt |
| PyPI | kiwisolver | 1.4.8 | indirekt |
| PyPI | mako | 1.3.12 | indirekt |
| PyPI | markdown | 3.7 | indirekt |
| PyPI | markdown-it-py | 3.0.0 | indirekt |
| PyPI | markupsafe | 3.0.2 | indirekt |
| PyPI | matplotlib-inline | 0.1.7 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | mpmath | 1.3.0 | indirekt |
| PyPI | msgpack | 1.1.0 | indirekt |
| PyPI | multidict | 6.7.1 | indirekt |
| PyPI | multitasking | 0.0.11 | indirekt |
| PyPI | nest-asyncio2 | 1.7.2 | indirekt |
| PyPI | networkx | 3.4.2 | indirekt |
| PyPI | nodeenv | 1.9.1 | indirekt |
| PyPI | nvidia-cublas | 13.1.1.3 | indirekt |
| PyPI | nvidia-cuda-cupti | 13.0.85 | indirekt |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | indirekt |
| PyPI | nvidia-cuda-runtime | 13.0.96 | indirekt |
| PyPI | nvidia-cudnn-cu13 | 9.20.0.48 | indirekt |
| PyPI | nvidia-cufft | 12.0.0.61 | indirekt |
| PyPI | nvidia-cufile | 1.15.1.6 | indirekt |
| PyPI | nvidia-curand | 10.4.0.35 | indirekt |
| PyPI | nvidia-cusolver | 12.0.4.66 | indirekt |
| PyPI | nvidia-cusparse | 12.6.3.3 | indirekt |
| PyPI | nvidia-cusparselt-cu13 | 0.8.1 | indirekt |
| PyPI | nvidia-nccl-cu13 | 2.29.7 | indirekt |
| PyPI | nvidia-nvjitlink | 13.0.88 | indirekt |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | indirekt |
| PyPI | nvidia-nvtx | 13.0.85 | indirekt |
| PyPI | orjson | 3.11.9 | indirekt |
| PyPI | packaging | 24.2 | indirekt |
| PyPI | parso | 0.8.4 | indirekt |
| PyPI | pdoc3 | 0.11.6 | indirekt |
| PyPI | peewee | 3.17.8 | indirekt |
| PyPI | pexpect | 4.9.0 | indirekt |
| PyPI | pillow | 11.1.0 | indirekt |
| PyPI | pip | 26.1.2 | indirekt |
| PyPI | platformdirs | 4.3.6 | indirekt |
| PyPI | prompt-toolkit | 3.0.50 | indirekt |
| PyPI | propcache | 0.5.2 | indirekt |
| PyPI | protobuf | 7.35.1 | indirekt |
| PyPI | psutil | 7.0.0 | indirekt |
| PyPI | ptyprocess | 0.7.0 | indirekt |
| PyPI | pure-eval | 0.2.3 | indirekt |
| PyPI | pycares | 5.0.1 | indirekt |
| PyPI | pycparser | 3.0 | indirekt |
| PyPI | pycryptodome | 3.22.0 | indirekt |
| PyPI | pydantic | 2.10.5 | indirekt |
| PyPI | pydantic-core | 2.27.2 | indirekt |
| PyPI | pygments | 2.19.1 | indirekt |
| PyPI | pyparsing | 3.2.1 | indirekt |
| PyPI | pyproject-hooks | 1.2.0 | indirekt |
| PyPI | pyrefly | 1.1.1 | indirekt |
| PyPI | pyright | 1.1.411 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | python-dotenv | 1.1.0 | indirekt |
| PyPI | pytz | 2024.2 | indirekt |
| PyPI | pywin32 | 308 | indirekt |
| PyPI | pyyaml | 6.0.2 | indirekt |
| PyPI | pyzmq | 26.2.1 | indirekt |
| PyPI | regex | 2024.11.6 | indirekt |
| PyPI | rich | 13.9.4 | indirekt |
| PyPI | roboquant | 2.6.5 | indirekt |
| PyPI | safetensors | 0.5.3 | indirekt |
| PyPI | sb3-contrib | 2.9.0 | indirekt |
| PyPI | setuptools | 82.0.1 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | soupsieve | 2.6 | indirekt |
| PyPI | sseclient-py | 1.8.0 | indirekt |
| PyPI | stable-baselines3 | 2.9.0 | indirekt |
| PyPI | stack-data | 0.6.3 | indirekt |
| PyPI | sympy | 1.14.0 | indirekt |
| PyPI | tensorboard | 2.21.0 | indirekt |
| PyPI | tensorboard-data-server | 0.7.2 | indirekt |
| PyPI | tokenizers | 0.21.2 | indirekt |
| PyPI | torch | 2.13.0 | indirekt |
| PyPI | tornado | 6.4.2 | indirekt |
| PyPI | tqdm | 4.67.1 | indirekt |
| PyPI | traitlets | 5.14.3 | indirekt |
| PyPI | transformers | 4.53.0 | indirekt |
| PyPI | triton | 3.7.1 | indirekt |
| PyPI | ty | 0.0.62 | indirekt |
| PyPI | typing-extensions | 4.16.0 | indirekt |
| PyPI | tzdata | 2024.2 | indirekt |
| PyPI | urllib3 | 2.7.0 | indirekt |
| PyPI | uvloop | 0.22.1 | indirekt |
| PyPI | wcwidth | 0.2.13 | indirekt |
| PyPI | websocket-client | 1.8.0 | indirekt |
| PyPI | websockets | 14.1 | indirekt |
| PyPI | werkzeug | 3.1.3 | indirekt |
| PyPI | widgetsnbextension | 4.0.14 | indirekt |
| PyPI | winloop | 0.6.3 | indirekt |
| PyPI | yarl | 1.24.2 | indirekt |
| PyPI | zlib-ng | 1.0.0 | indirekt |
Abhängigkeits-Advisories 14
Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 155 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 14 tragen bekannte Advisories, davon 0 direkte.
| Paket | Version | Beziehung | Schweregrad | Advisories | Behoben in |
|---|---|---|---|---|---|
| pillow | 11.1.0 | indirekt | kritisch | 34 | 12.3.0 |
| transformers | 4.53.0 | indirekt | kritisch | 14 | 5.5.0 |
| jupyter-core | 5.7.2 | indirekt | hoch | 2 | 5.8.1 |
| markdown | 3.7 | indirekt | hoch | 2 | 3.8.1 |
| msgpack | 1.1.0 | indirekt | hoch | 1 | 1.2.1 |
| soupsieve | 2.6 | indirekt | hoch | 4 | 2.8.4 |
| tornado | 6.4.2 | indirekt | hoch | 20 | 6.5.7 |
| filelock | 3.16.1 | indirekt | mittel | 4 | 3.20.3 |
| fonttools | 4.55.3 | indirekt | mittel | 2 | 4.60.2 |
| jinja2 | 3.1.5 | indirekt | mittel | 2 | 3.1.6 |
| python-dotenv | 1.1.0 | indirekt | mittel | 2 | 1.2.2 |
| setuptools | 82.0.1 | indirekt | mittel | 2 | 83.0.0 |
| werkzeug | 3.1.3 | indirekt | mittel | 6 | 3.1.6 |
| pygments | 2.19.1 | indirekt | niedrig | 2 | 2.20.0 |
Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.
JSON-Rohbericht maschinenlesbar
{
"data": {
"repo": {
"topics": [
"ai",
"algorithmic-trading",
"algotrading",
"crypto",
"ml",
"python",
"stocks",
"alpaca",
"ibkr",
"opensource",
"trading"
],
"is_fork": false,
"size_kb": 4649,
"has_wiki": false,
"homepage": "https://roboquant.org",
"languages": {
"Shell": 1619,
"Python": 392626
},
"pushed_at": "2026-07-28T10:11:37Z",
"created_at": "2024-02-19T18:34:53Z",
"owner_type": "Organization",
"updated_at": "2026-07-28T10:11:54Z",
"description": "An open-source algorithmic trading platform written in Python",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "www.neurallayer.com",
"name": "Neural Layer",
"type": "Organization",
"login": "neurallayer",
"company": null,
"location": "Rotterdam",
"followers": 21,
"avatar_url": "https://avatars.githubusercontent.com/u/53042681?v=4",
"created_at": "2019-07-18T10:20:11Z",
"is_verified": null,
"public_repos": 33,
"account_age_days": 2567
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2025-03-02T08:19:47Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2025-02-25T19:07:33Z"
}
],
"recent_commits": [
{
"oid": "dbd84e2961288d0a77cbe6dd31fdeba4fa4f2eeb",
"body": null,
"is_bot": false,
"headline": "improved TimeSeries impl",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-28T10:11:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2edf939d2bc2a4c66c772825d86da3e6fc07a19e",
"body": null,
"is_bot": false,
"headline": "improved parquet feed and tests",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-27T18:51:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c99dd56bef9593b24bfd33cd75ba199fea0e1a71",
"body": null,
"is_bot": false,
"headline": "easier order logic in SimBroker",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-27T16:05:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "67ffc7438e0c84fc30cce2c14ea7d8e9f41ed2b2",
"body": null,
"is_bot": false,
"headline": "better default charts",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-27T13:11:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "180a85b0c0f52a9934cc008bf49847cdcd400603",
"body": null,
"is_bot": false,
"headline": "more typing and better naming",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-27T11:43:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "788600d67a9a31629cfd1549bb05ee970d092dda",
"body": null,
"is_bot": false,
"headline": "add small info function",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-27T06:53:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a8f98ac8a95fab6d860621171c3342c7e3e86cd4",
"body": null,
"is_bot": false,
"headline": "fix spelling",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-27T05:55:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "811459f6ed0ac69366db8d8234e66fede7534310",
"body": null,
"is_bot": false,
"headline": "better charting",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T21:43:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1231e5b7a292e08e09d52f613797457dcc45e6d",
"body": null,
"is_bot": false,
"headline": "more compliant naming convention",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T19:48:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7dd52b8b4180fe1c00a7b42a045be3f7be3e2c9",
"body": null,
"is_bot": false,
"headline": "introduced portfolio",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T18:15:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "87699dd7af6358f6b20363c2c5201beec48713ba",
"body": null,
"is_bot": false,
"headline": "first go",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T17:46:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcee728c4a38880abe782dda858a198658864a8a",
"body": null,
"is_bot": false,
"headline": "updated lock",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T17:10:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec1dd91a35290f43c8552278955f6bc5954068ac",
"body": null,
"is_bot": false,
"headline": "fix small bug in plotting",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T14:06:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "023fb8b7aac7cd7f534b4f5f6a064d1f9969e498",
"body": null,
"is_bot": false,
"headline": "fixed issue with yahoo feeds",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T11:37:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2dc02a50425ce9b1e463b9e6e2b3c7533eaff1a7",
"body": null,
"is_bot": false,
"headline": "added test",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T09:00:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1fd40e1c09a7e160bfce5a3c348bb37c77277c5d",
"body": null,
"is_bot": false,
"headline": "added even more typing",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T08:11:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f9389a49c251050261ac365d93c55d272a2aa0ff",
"body": null,
"is_bot": false,
"headline": "fixed some typing issues",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T07:41:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "690dc9c779e50742bc8204fad1f17abfaabe3a01",
"body": null,
"is_bot": false,
"headline": "small naming improvement",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T07:05:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f4263f47f7756a9477d108944dccc7a98b97ea02",
"body": null,
"is_bot": false,
"headline": "added metrics to single module",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T06:46:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ef774e4e0061d2418b7ff2d7dd574850f99ed0f",
"body": null,
"is_bot": false,
"headline": "small typing updates",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-26T05:40:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a53d8d6831e36655af38dfc4015de63e31a6d4a",
"body": null,
"is_bot": false,
"headline": "better support duration",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-25T05:33:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdb1680b1e74969d5668d3293bbe821af6d5728f",
"body": null,
"is_bot": false,
"headline": "few extra checks",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T16:02:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d55c9cdf90ae8ea4e76be98e3e38847d3f3b8a70",
"body": null,
"is_bot": false,
"headline": "removed unused strategy",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T12:48:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "254473cd66c76271ea08eab8cdec7e6634b7fbdf",
"body": null,
"is_bot": false,
"headline": "more doc updates",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T11:33:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ea654d00abe8ee9e3c607e91bb428549438225af",
"body": null,
"is_bot": false,
"headline": "added pdoc3",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T11:02:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "311e304146cec4e9971b3e21a642ae9ddcc71433",
"body": null,
"is_bot": false,
"headline": "better scorecard rendering",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T09:00:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "56c621cdf17395055c161d9dcc9a7c992df1ca93",
"body": null,
"is_bot": false,
"headline": "small doc changes",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T07:33:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "02255e700231c877d6ae3288f45a35d3a90c39f4",
"body": null,
"is_bot": false,
"headline": "fixed glitch in plotting price data",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T06:19:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6984718f7ad53eb81c6b5420ab8915e06a0eb5cc",
"body": null,
"is_bot": false,
"headline": "more typing info",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-24T05:10:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0da53d765e6067b8623ae0c83af177c78aeb56fe",
"body": null,
"is_bot": false,
"headline": "more typing",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-23T21:36:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fffd0e8d48899f7b24eac1dbb046237b7fbf67ec",
"body": null,
"is_bot": false,
"headline": "improved scorecard impl",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-23T20:42:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "945a3ed6cf9d7904d732ec4b356adcd08c542c0b",
"body": null,
"is_bot": false,
"headline": "small improvements",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-23T18:58:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48e642e6faf90d25c93bc015b65f8a16410d5805",
"body": null,
"is_bot": false,
"headline": "better df rendering",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-23T16:13:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ec27514365f6ff32d661b27ff0cbbc0d6ba50dfc",
"body": null,
"is_bot": false,
"headline": "updated version",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-23T11:47:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5bd8802f7097c6313a15c55c05c526d255a9d377",
"body": null,
"is_bot": false,
"headline": "more charting options",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-23T11:30:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aac156d8514d8b13a8ac6dae8c9f9b9f7403fa9",
"body": null,
"is_bot": false,
"headline": "refactor PNL calculations",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-23T06:22:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ed46b6e4fc9e1e8d182010425257c7978f884762",
"body": null,
"is_bot": false,
"headline": "more test and pd support",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T12:39:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "018fac13e8d2396e840994e73b17307717151c78",
"body": null,
"is_bot": false,
"headline": "small doc improvements",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T10:13:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a8b1ed777e3026856c37c8768432b9756439e75",
"body": null,
"is_bot": false,
"headline": "added monetary methods",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T09:57:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e888420388e89940b427e8186d4d32e469f4cee1",
"body": null,
"is_bot": false,
"headline": "added ty for type checking",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T09:10:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c59bd1a3b2bd48cd297bc6a13243aedbc4237d22",
"body": null,
"is_bot": false,
"headline": "more testing",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T08:58:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ad729f16fef66e3737f2cd93972b38f7b61ad16",
"body": null,
"is_bot": false,
"headline": "better doc",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T08:22:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dd8c805bd7fd18c9f45c7d250543c8f6a451e2ab",
"body": null,
"is_bot": false,
"headline": "updated comments",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T07:56:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a2737c6ff5903a645135ef84451ef04738f46ed9",
"body": null,
"is_bot": false,
"headline": "made Order a frozen dataclass",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T07:37:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "84595e4e9f1eba01552cf31bff9ab3bd83ff4b02",
"body": null,
"is_bot": false,
"headline": "added comments",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-22T05:29:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa9e50b207cfdeb27c9af3b5a002d95750b6aa30",
"body": null,
"is_bot": false,
"headline": "more cleanup",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-21T20:40:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dd5e0ea90c5b531788ad88835f0788d2ad1a7314",
"body": null,
"is_bot": false,
"headline": "Replace Generator for Iterator",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-21T20:17:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4e7d34ed50e26c6170af8706fe076ecc86e8a1f6",
"body": null,
"is_bot": false,
"headline": "small readme improvements",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-21T19:59:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4c97d6506c10cf3188e86e375d31040cd9dc40df",
"body": null,
"is_bot": false,
"headline": "more removing of ignores",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-21T19:37:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f1f3cbce38d20460947b631ecb277ef0b83e9af9",
"body": null,
"is_bot": false,
"headline": "removed some ignores",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-21T18:55:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "792e4937acc33c40e37c9623b4272859be46fd81",
"body": null,
"is_bot": false,
"headline": "simplified some api",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-21T18:31:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "80288ef5b09306aff506600f0da59e1c4f0563e6",
"body": null,
"is_bot": false,
"headline": "better docs",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-20T16:28:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "66cc5c27f10a64707e2a5d9b62e46b304964b31c",
"body": null,
"is_bot": false,
"headline": "small doc and code improvents",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-20T12:16:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f01347b73aaaa30fd7a6c317319315f07d5efa8",
"body": null,
"is_bot": false,
"headline": "better docs",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-19T13:53:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09097bc91f5daceb34ad34041f57ddc579eff211",
"body": null,
"is_bot": false,
"headline": "small improvement in df generation",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-18T16:29:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "018fc81346531802d786750a1724f85abbb315a0",
"body": null,
"is_bot": false,
"headline": "updated version",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-18T13:57:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d66c77afc0b1df23053b7644040cb977f9acda48",
"body": null,
"is_bot": false,
"headline": "More flexible plotting api",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-18T12:02:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5506be28e530cd4b86081ad4470ceeea0b76beb0",
"body": null,
"is_bot": false,
"headline": "better Feed class structure",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-18T08:35:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "69189a9c9e99dced16dcd81ce55f4c0393b8564c",
"body": null,
"is_bot": false,
"headline": "refactor timeseries",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-18T07:53:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f4ad9050100494faafc6c9f8b206d4d44823f262",
"body": null,
"is_bot": false,
"headline": "improved formatting",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-17T18:01:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "972a53aee11c0724c51bb7fee33bc61dbbd278dc",
"body": null,
"is_bot": false,
"headline": "added small symbols util",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-17T08:05:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0331fab5ade12ff389129f4b7c3a180a297d6ae",
"body": null,
"is_bot": false,
"headline": "minor ccxt changes",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-17T06:25:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e6334a79b751700d4518d3d66be22e4e47485327",
"body": null,
"is_bot": false,
"headline": "more typing",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-17T05:39:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "34d79ce053cf085ad33ef8aa38bbde21be8c81de",
"body": null,
"is_bot": false,
"headline": "added more crypto broker impl",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T20:09:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "092fe3c9f13b808ce0c5f2eb06d31bd1b8d4f65c",
"body": null,
"is_bot": false,
"headline": "Imrpoved the doc",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T19:34:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1e72c476747233b10251c51a0ccefd4b8b09faf2",
"body": null,
"is_bot": false,
"headline": "removed doc experiment",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T18:20:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0918e4698bd0a4f862defd85cb5be44a18187a01",
"body": null,
"is_bot": false,
"headline": "updated docs",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T16:52:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6f16028b00a9b488d5fe5821f4036e18baeecbb",
"body": null,
"is_bot": false,
"headline": "added basic formatting support to amount and wallet",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T15:06:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fde82a26ab3949fc34c0023cc80df8da3c1be0fb",
"body": null,
"is_bot": false,
"headline": "better docs",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T13:48:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "461c556455411a5f3bfd7f381168e9316acdff8d",
"body": null,
"is_bot": false,
"headline": "extra test case for olhcv buffers",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T13:37:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5d7dc3bd3da10f7bf30c0df53fd7ba37de4712d7",
"body": null,
"is_bot": false,
"headline": "more flexible forex and crypto symbol parsing",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T12:07:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "092ad1d59829dbd1bcef57ef881c7829bbd22185",
"body": null,
"is_bot": false,
"headline": "few more unit tests",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T08:10:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a77af344763a2565c916aeedaa4f50d5678ea2e4",
"body": null,
"is_bot": false,
"headline": "more typing and test cases",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T07:30:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bcd95f5524b1c577de9e612b1cbbbbfdf6eb8d87",
"body": null,
"is_bot": false,
"headline": "Updated version",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-16T05:05:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fdf89ad811d7c29478abdf2f820065e038a5105",
"body": null,
"is_bot": false,
"headline": "small doc changes",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-15T06:05:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8fefa2318079ae95c8c3f3248bdaec0166d3c227",
"body": null,
"is_bot": false,
"headline": "new version",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T16:16:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1b7e1ab997fa958d902d04de3071e4ef75e8da9",
"body": null,
"is_bot": false,
"headline": "more typing",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T15:32:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63d8eca3d7130f1dc4bc1026df7afeae17156e1e",
"body": null,
"is_bot": false,
"headline": "added skill",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T14:56:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "109262139a9e5dd203e17198a5320a282f89dd9a",
"body": null,
"is_bot": false,
"headline": "improved samples",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T13:28:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f9927cb88ca8ba137d76a5c2154df28d5e1e49ca",
"body": null,
"is_bot": false,
"headline": "fixed unused stmt",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T11:48:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a7098c9894cc51390b2589ecb65d3694192a1d49",
"body": null,
"is_bot": false,
"headline": "better charts",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T11:42:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e40422552fda1de4ddfeb8c48f232953f0b6c730",
"body": null,
"is_bot": false,
"headline": "more comments",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T09:39:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "941a8887b99532c2c2df5542a73784ecf3b94437",
"body": null,
"is_bot": false,
"headline": "small doc improvements",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T09:00:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a62dabb96bb1a2ebfd22072d5e10d19b4ec1243f",
"body": null,
"is_bot": false,
"headline": "more consistent package naming",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T08:52:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "589881aef8cb20ec872388207c72c3b71b9a5d91",
"body": null,
"is_bot": false,
"headline": "Added basic doc",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T08:16:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c3bac670201a9b9c0ce3b77209d6306ebe9ac90f",
"body": null,
"is_bot": false,
"headline": "updated license",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T07:59:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e64d76b55963567531dea3ba7c73858f9869d465",
"body": null,
"is_bot": false,
"headline": "small updates to doc",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T07:43:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "10197b5b208d51434dfcbc8a046bb5142d982d9f",
"body": null,
"is_bot": false,
"headline": "updated version to 2.1.3",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T07:12:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd9298e70e2ba81f67d9a2eaa389953706ca2b64",
"body": null,
"is_bot": false,
"headline": "make ta-lib part of default dependencies",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T07:02:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7aedf27f635e0c7e90820d7d4703c23186964d3",
"body": null,
"is_bot": false,
"headline": "better package mngt",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T06:40:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "89821be2c45cb6ac6c414efdf5802d9d8eb1afdb",
"body": null,
"is_bot": false,
"headline": "renamed job",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T06:09:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "107b875aaf951792863989c38c2d6e40b6825be9",
"body": null,
"is_bot": false,
"headline": "removed 3.14 from GH action",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T06:07:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a109f492fe98efb66e5a0afe79c17e0b28a0643f",
"body": null,
"is_bot": false,
"headline": "more version updates",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T06:04:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2a7bcadf1bf44016c5938b05907c8685e7aacdcc",
"body": null,
"is_bot": false,
"headline": "updated GH action",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T05:57:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "365514f374760e04af5dff608aca0ac34a266e42",
"body": null,
"is_bot": false,
"headline": "fixed RL due to newer SB3 lib",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-14T05:48:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5cb3bc9378ae6af79ee91f122b0f69f5ee6dddac",
"body": null,
"is_bot": false,
"headline": "updated github action",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-13T20:14:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9620addb6ba4611b0ebc460ffa3e694002cff991",
"body": null,
"is_bot": false,
"headline": "updated many libs",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-13T20:09:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "405b1bc4240164017c5f12a650fca378100fdafc",
"body": null,
"is_bot": false,
"headline": "updated libs",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-07-11T20:28:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3821dc8a9395873175a757ede3c122dd304bd6e",
"body": null,
"is_bot": false,
"headline": "updated versions",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-06-20T09:11:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "47a9da58148af817724682d2be453d5946e0b271",
"body": null,
"is_bot": false,
"headline": "more updates to packages",
"author_name": "Peter Dekkers",
"author_login": "jbaron",
"committed_at": "2026-06-19T05:27:51Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 2,
"commits_last_year": 123,
"latest_release_at": "2025-03-02T08:19:47Z",
"latest_release_tag": "v1.1.0",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 19,
"days_since_latest_release": 513,
"mean_days_between_releases": 4.6
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 37,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "roboquant",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"algorithmic",
"trading",
"machine learning",
"AI",
"investment",
"finance",
"crypto",
"stocks",
"exchange",
"forex",
"Development Status :: 4 - Beta",
"Intended Audience :: Developers",
"Operating System :: OS Independent",
"Programming Language :: Python",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Topic :: Office/Business :: Financial",
"Topic :: Office/Business :: Financial :: Investment"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/roboquant/",
"is_deprecated": false,
"latest_version": "2.6.5",
"repository_url": "https://github.com/neurallayer/roboquant.py.git",
"versions_count": 93,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2024-02-18T09:41:11.944385Z",
"latest_published_at": "2026-07-28T10:21:53.505048Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 12,
"stars": 24,
"watchers": 3,
"fork_history": {
"days": [
{
"date": "2024-02-28",
"count": 1
},
{
"date": "2024-03-13",
"count": 1
},
{
"date": "2024-04-04",
"count": 1
},
{
"date": "2024-06-12",
"count": 1
},
{
"date": "2024-09-20",
"count": 1
},
{
"date": "2024-11-24",
"count": 2
},
{
"date": "2025-01-21",
"count": 1
},
{
"date": "2025-02-03",
"count": 1
},
{
"date": "2025-02-17",
"count": 1
},
{
"date": "2025-02-27",
"count": 1
},
{
"date": "2025-05-31",
"count": 1
}
],
"complete": true,
"collected": 12,
"total_forks": 12
},
"star_history": null,
"open_issues_and_prs": 0
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"samples"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 23601,
"source_files_sampled": 118,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "repository_graph",
"source": "osv",
"findings": [
{
"name": "pillow",
"direct": false,
"version": "11.1.0",
"severity": "critical",
"ecosystem": "pypi",
"cvss_score": 9.1,
"advisory_ids": [
"GHSA-45hq-cxwh-f6vc",
"GHSA-4x4j-2g7c-83w6",
"GHSA-5x94-69rx-g8h2",
"GHSA-62p4-gmf7-7g93",
"GHSA-6r8x-57c9-28j4",
"GHSA-8v84-f9pq-wr9x",
"GHSA-9hw9-ch79-4vh6",
"GHSA-cfh3-3jmp-rvhc",
"GHSA-fj7v-r99m-22gq",
"GHSA-jjj6-mw9f-p565"
],
"fixed_version": "12.3.0",
"advisory_count": 34,
"oldest_advisory_days": 166
},
{
"name": "transformers",
"direct": false,
"version": "4.53.0",
"severity": "critical",
"ecosystem": "pypi",
"cvss_score": 9.6,
"advisory_ids": [
"GHSA-29pf-2h5f-8g72",
"GHSA-69w3-r845-3855",
"GHSA-fgcw-684q-jj6r",
"PYSEC-2025-211",
"PYSEC-2025-212",
"PYSEC-2025-213",
"PYSEC-2025-214",
"PYSEC-2025-215",
"PYSEC-2025-216",
"PYSEC-2025-217"
],
"fixed_version": "5.5.0",
"advisory_count": 14,
"oldest_advisory_days": 216
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.7.2",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.3,
"advisory_ids": [
"GHSA-33p9-3p43-82vq",
"PYSEC-2026-1477"
],
"fixed_version": "5.8.1",
"advisory_count": 2,
"oldest_advisory_days": 418
},
{
"name": "markdown",
"direct": false,
"version": "3.7",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-5wmx-573v-2qwq",
"PYSEC-2026-89"
],
"fixed_version": "3.8.1",
"advisory_count": 2,
"oldest_advisory_days": 144
},
{
"name": "msgpack",
"direct": false,
"version": "1.1.0",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-6v7p-g79w-8964"
],
"fixed_version": "1.2.1",
"advisory_count": 1,
"oldest_advisory_days": 38
},
{
"name": "soupsieve",
"direct": false,
"version": "2.6",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-2wc2-fm75-p42x",
"GHSA-836r-79rf-4m37",
"PYSEC-2026-3071",
"PYSEC-2026-3072"
],
"fixed_version": "2.8.4",
"advisory_count": 4,
"oldest_advisory_days": 18
},
{
"name": "tornado",
"direct": false,
"version": "6.4.2",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.7,
"advisory_ids": [
"GHSA-3x9g-8vmp-wqvf",
"GHSA-78cv-mqj4-43f7",
"GHSA-7cx3-6m66-7c5m",
"GHSA-c98p-7wgm-6p64",
"GHSA-cx3h-4qpv-8hc9",
"GHSA-fqwm-6jpj-5wxc",
"GHSA-jhmp-mqwm-3gq8",
"GHSA-mgf9-4vpg-hj56",
"GHSA-pr2v-jx2c-wg9f",
"GHSA-pw6j-qg29-8w7f"
],
"fixed_version": "6.5.7",
"advisory_count": 20,
"oldest_advisory_days": 437
},
{
"name": "filelock",
"direct": false,
"version": "3.16.1",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.3,
"advisory_ids": [
"GHSA-qmgc-5h2g-mvrw",
"GHSA-w853-jp5j-5j7f",
"PYSEC-2026-1374",
"PYSEC-2026-1375"
],
"fixed_version": "3.20.3",
"advisory_count": 4,
"oldest_advisory_days": 223
},
{
"name": "fonttools",
"direct": false,
"version": "4.55.3",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.3,
"advisory_ids": [
"GHSA-768j-98cg-p3fv",
"PYSEC-2026-1389"
],
"fixed_version": "4.60.2",
"advisory_count": 2,
"oldest_advisory_days": 238
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.5",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": null,
"advisory_ids": [
"GHSA-cpwx-vrp4-4pq7",
"PYSEC-2026-1471"
],
"fixed_version": "3.1.6",
"advisory_count": 2,
"oldest_advisory_days": 509
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.1.0",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.6,
"advisory_ids": [
"GHSA-mf9w-mj56-hr94",
"PYSEC-2026-2270"
],
"fixed_version": "1.2.2",
"advisory_count": 2,
"oldest_advisory_days": 98
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.1",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.1,
"advisory_ids": [
"GHSA-h35f-9h28-mq5c",
"PYSEC-2026-3447"
],
"fixed_version": "83.0.0",
"advisory_count": 2,
"oldest_advisory_days": 19
},
{
"name": "werkzeug",
"direct": false,
"version": "3.1.3",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 5.3,
"advisory_ids": [
"GHSA-29vq-49wr-vm6x",
"GHSA-87hc-h4r5-73f7",
"GHSA-hgf8-39gv-g3f2",
"PYSEC-2026-2044",
"PYSEC-2026-2046",
"PYSEC-2026-2320"
],
"fixed_version": "3.1.6",
"advisory_count": 6,
"oldest_advisory_days": 238
},
{
"name": "pygments",
"direct": false,
"version": "2.19.1",
"severity": "low",
"ecosystem": "pypi",
"cvss_score": 3.3,
"advisory_ids": [
"GHSA-5239-wwwm-4pmq",
"PYSEC-2026-2987"
],
"fixed_version": "2.20.0",
"advisory_count": 2,
"oldest_advisory_days": 128
}
],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {
"low": 1,
"high": 5,
"critical": 2,
"moderate": 6
},
"advisory_count": 97,
"affected_count": 14,
"assessed_count": 155,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">2.0.0"
},
{
"name": "requests",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">2.30.0"
},
{
"name": "yfinance",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.5.2"
},
{
"name": "pyarrow",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">24.0.0"
},
{
"name": "ta-lib",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "==0.6.5"
},
{
"name": "pandas",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.2.0"
},
{
"name": "matplotlib",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=3.10.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "matplotlib",
"direct": true,
"version": "3.11.0",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "2.5.1",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": "2.2.3",
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": true,
"version": "25.0.0",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": true,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "ta-lib",
"direct": true,
"version": "0.6.5",
"ecosystem": "pypi"
},
{
"name": "yfinance",
"direct": true,
"version": "1.5.2",
"ecosystem": "pypi"
},
{
"name": "absl-py",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "accelerate",
"direct": false,
"version": "1.8.1",
"ecosystem": "pypi"
},
{
"name": "aiodns",
"direct": false,
"version": "4.0.4",
"ecosystem": "pypi"
},
{
"name": "aiohappyeyeballs",
"direct": false,
"version": "2.7.1",
"ecosystem": "pypi"
},
{
"name": "aiohttp",
"direct": false,
"version": "3.14.1",
"ecosystem": "pypi"
},
{
"name": "aiohttp-fast-zlib",
"direct": false,
"version": "0.3.0",
"ecosystem": "pypi"
},
{
"name": "aiosignal",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "alpaca-py",
"direct": false,
"version": "0.43.5",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "appnope",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.12.3",
"ecosystem": "pypi"
},
{
"name": "build",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "ccxt",
"direct": false,
"version": "4.5.65",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.6.17",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.7",
"ecosystem": "pypi"
},
{
"name": "chronos-forecasting",
"direct": false,
"version": "2.3.1",
"ecosystem": "pypi"
},
{
"name": "cloudpickle",
"direct": false,
"version": "3.1.0",
"ecosystem": "pypi"
},
{
"name": "coincurve",
"direct": false,
"version": "21.0.0",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "comm",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": false,
"version": "49.0.0",
"ecosystem": "pypi"
},
{
"name": "cuda-bindings",
"direct": false,
"version": "13.3.1",
"ecosystem": "pypi"
},
{
"name": "cuda-pathfinder",
"direct": false,
"version": "1.5.5",
"ecosystem": "pypi"
},
{
"name": "cuda-toolkit",
"direct": false,
"version": "13.0.3.0",
"ecosystem": "pypi"
},
{
"name": "curl-cffi",
"direct": false,
"version": "0.15.0",
"ecosystem": "pypi"
},
{
"name": "cycler",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "debugpy",
"direct": false,
"version": "1.8.12",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.2.1",
"ecosystem": "pypi"
},
{
"name": "einops",
"direct": false,
"version": "0.8.2",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "farama-notifications",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.16.1",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.55.3",
"ecosystem": "pypi"
},
{
"name": "frozenlist",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2024.12.0",
"ecosystem": "pypi"
},
{
"name": "grpcio",
"direct": false,
"version": "1.82.1",
"ecosystem": "pypi"
},
{
"name": "gymnasium",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "hf-xet",
"direct": false,
"version": "1.1.5",
"ecosystem": "pypi"
},
{
"name": "huggingface-hub",
"direct": false,
"version": "0.33.1",
"ecosystem": "pypi"
},
{
"name": "ibind",
"direct": false,
"version": "0.1.22",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "7.3.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "ipywidgets",
"direct": false,
"version": "8.1.6",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.19.2",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.5",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.7.2",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-widgets",
"direct": false,
"version": "3.0.14",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.4.8",
"ecosystem": "pypi"
},
{
"name": "mako",
"direct": false,
"version": "1.3.12",
"ecosystem": "pypi"
},
{
"name": "markdown",
"direct": false,
"version": "3.7",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.2",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.1.7",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "mpmath",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "msgpack",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "multidict",
"direct": false,
"version": "6.7.1",
"ecosystem": "pypi"
},
{
"name": "multitasking",
"direct": false,
"version": "0.0.11",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio2",
"direct": false,
"version": "1.7.2",
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": "3.4.2",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.9.1",
"ecosystem": "pypi"
},
{
"name": "nvidia-cublas",
"direct": false,
"version": "13.1.1.3",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-cupti",
"direct": false,
"version": "13.0.85",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-nvrtc",
"direct": false,
"version": "13.0.88",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-runtime",
"direct": false,
"version": "13.0.96",
"ecosystem": "pypi"
},
{
"name": "nvidia-cudnn-cu13",
"direct": false,
"version": "9.20.0.48",
"ecosystem": "pypi"
},
{
"name": "nvidia-cufft",
"direct": false,
"version": "12.0.0.61",
"ecosystem": "pypi"
},
{
"name": "nvidia-cufile",
"direct": false,
"version": "1.15.1.6",
"ecosystem": "pypi"
},
{
"name": "nvidia-curand",
"direct": false,
"version": "10.4.0.35",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusolver",
"direct": false,
"version": "12.0.4.66",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusparse",
"direct": false,
"version": "12.6.3.3",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusparselt-cu13",
"direct": false,
"version": "0.8.1",
"ecosystem": "pypi"
},
{
"name": "nvidia-nccl-cu13",
"direct": false,
"version": "2.29.7",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvjitlink",
"direct": false,
"version": "13.0.88",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvshmem-cu13",
"direct": false,
"version": "3.4.5",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvtx",
"direct": false,
"version": "13.0.85",
"ecosystem": "pypi"
},
{
"name": "orjson",
"direct": false,
"version": "3.11.9",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "24.2",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.4",
"ecosystem": "pypi"
},
{
"name": "pdoc3",
"direct": false,
"version": "0.11.6",
"ecosystem": "pypi"
},
{
"name": "peewee",
"direct": false,
"version": "3.17.8",
"ecosystem": "pypi"
},
{
"name": "pexpect",
"direct": false,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "11.1.0",
"ecosystem": "pypi"
},
{
"name": "pip",
"direct": false,
"version": "26.1.2",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.3.6",
"ecosystem": "pypi"
},
{
"name": "prompt-toolkit",
"direct": false,
"version": "3.0.50",
"ecosystem": "pypi"
},
{
"name": "propcache",
"direct": false,
"version": "0.5.2",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": "7.35.1",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "7.0.0",
"ecosystem": "pypi"
},
{
"name": "ptyprocess",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "pure-eval",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "pycares",
"direct": false,
"version": "5.0.1",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pycryptodome",
"direct": false,
"version": "3.22.0",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": false,
"version": "2.10.5",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.27.2",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.19.1",
"ecosystem": "pypi"
},
{
"name": "pyparsing",
"direct": false,
"version": "3.2.1",
"ecosystem": "pypi"
},
{
"name": "pyproject-hooks",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "pyrefly",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pyright",
"direct": false,
"version": "1.1.411",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2024.2",
"ecosystem": "pypi"
},
{
"name": "pywin32",
"direct": false,
"version": "308",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.2",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "26.2.1",
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": false,
"version": "2024.11.6",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "13.9.4",
"ecosystem": "pypi"
},
{
"name": "roboquant",
"direct": false,
"version": "2.6.5",
"ecosystem": "pypi"
},
{
"name": "safetensors",
"direct": false,
"version": "0.5.3",
"ecosystem": "pypi"
},
{
"name": "sb3-contrib",
"direct": false,
"version": "2.9.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.1",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "soupsieve",
"direct": false,
"version": "2.6",
"ecosystem": "pypi"
},
{
"name": "sseclient-py",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "stable-baselines3",
"direct": false,
"version": "2.9.0",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "sympy",
"direct": false,
"version": "1.14.0",
"ecosystem": "pypi"
},
{
"name": "tensorboard",
"direct": false,
"version": "2.21.0",
"ecosystem": "pypi"
},
{
"name": "tensorboard-data-server",
"direct": false,
"version": "0.7.2",
"ecosystem": "pypi"
},
{
"name": "tokenizers",
"direct": false,
"version": "0.21.2",
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": false,
"version": "2.13.0",
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": "6.4.2",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": false,
"version": "4.67.1",
"ecosystem": "pypi"
},
{
"name": "traitlets",
"direct": false,
"version": "5.14.3",
"ecosystem": "pypi"
},
{
"name": "transformers",
"direct": false,
"version": "4.53.0",
"ecosystem": "pypi"
},
{
"name": "triton",
"direct": false,
"version": "3.7.1",
"ecosystem": "pypi"
},
{
"name": "ty",
"direct": false,
"version": "0.0.62",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.16.0",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2024.2",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "uvloop",
"direct": false,
"version": "0.22.1",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.2.13",
"ecosystem": "pypi"
},
{
"name": "websocket-client",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "14.1",
"ecosystem": "pypi"
},
{
"name": "werkzeug",
"direct": false,
"version": "3.1.3",
"ecosystem": "pypi"
},
{
"name": "widgetsnbextension",
"direct": false,
"version": "4.0.14",
"ecosystem": "pypi"
},
{
"name": "winloop",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "yarl",
"direct": false,
"version": "1.24.2",
"ecosystem": "pypi"
},
{
"name": "zlib-ng",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 155,
"direct_count": 7,
"indirect_count": 148
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 0,
"open_issues": 0,
"closed_ratio": 1,
"closed_issues": 1,
"closed_unmerged_prs": 1
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "jbaron",
"commits": 532,
"avatar_url": "https://avatars.githubusercontent.com/u/568564?v=4"
}
],
"contributors_sampled": 1,
"top_contributor_share": 1
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"verify.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": null,
"reason": "no pull request found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/30 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 3,
"reason": "project has 1 contributing companies or organizations -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "no SAST tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "53 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "dbd84e2961288d0a77cbe6dd31fdeba4fa4f2eeb",
"ran_at": "2026-07-28T10:31:23Z",
"aggregate_score": 3.1,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-28T10:13:50Z",
"oldest_open_prs": [],
"last_merged_pr_at": null,
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/neurallayer/roboquant.py",
"host": "github.com",
"name": "roboquant.py",
"owner": "neurallayer"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 57,
"inputs": {
"security": 45,
"vitality": 73,
"community": 40,
"governance": 51,
"engineering": 72
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 73,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "good",
"name": "Development activity",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"commits_last_year": 123,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 19
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "19/52 weeks with commits",
"points": 13.2,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 19
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "123 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 123
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "moderate",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 68,
"inputs": {
"releases_count": 2,
"latest_release_tag": "v1.1.0",
"releases_from_tags": false,
"days_since_latest_release": 513,
"mean_days_between_releases": 4.6
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "2 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 2
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 513 days ago",
"points": 7.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 513
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~4.6 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 4.6
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "at_risk",
"name": "Community & Adoption",
"value": 40,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "at_risk",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 32,
"inputs": {
"forks": 12,
"stars": 24,
"watchers": 3,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "24 stars",
"points": 22.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 24
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "12 forks",
"points": 8.7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 12
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "3 watchers",
"points": 1.7,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 3
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 51,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 13,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 1,
"top_contributor_share": 1
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "at_risk",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 47,
"inputs": {
"merged_prs": 0,
"open_issues": 0,
"closed_issues": 1,
"issue_closed_ratio": 1,
"closed_unmerged_prs": 1
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 46.8,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "0/1 decided PRs merged",
"points": 0,
"status": "missed",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 0,
"decided": 1
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"followers": 21,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "neurallayer",
"public_repos": 33,
"account_age_days": 2567
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "21 followers of neurallayer",
"points": 9.7,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 21,
"login": "neurallayer"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "33 public repos, account ~7 yr old",
"points": 23.2,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 33
}
},
{
"code": "account_age_years",
"params": {
"years": 7
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"roboquant"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "93 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 93
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 72,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 60,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"ai",
"algorithmic-trading",
"algotrading",
"crypto",
"ml",
"python",
"stocks",
"alpaca",
"ibkr",
"opensource",
"trading"
],
"has_wiki": false,
"homepage": "https://roboquant.org",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://roboquant.org",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "11 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 11
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 45,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"ci_tests",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 31,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 3.1
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"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 0 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 not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "53 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"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 155 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": 155
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 97,
"affected_packages": 14,
"assessed_packages": 155,
"unassessed_packages": 0,
"affected_by_severity": "critical 2, high 5, moderate 6, low 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": 155,
"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": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "critical",
"name": "AI Readiness",
"value": 27,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0,
"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": "0 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 0,
"status": "missed",
"details": [
{
"code": "legible_history",
"params": {
"legible": 0,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 32,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"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": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 23601,
"source_files_sampled": 118,
"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": "0/118 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 118,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"samples"
],
"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": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "samples"
}
}
],
"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:roboquant@2.6.5; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-28T10:31:28.104579Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/neurallayer/roboquant.py.svg",
"full_name": "neurallayer/roboquant.py",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v0.27.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.