Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.27.0 · Metriken 1.13.0 · 2026-07-28 08:20 UTC
dirmeier / sbijax
Simulation-based inference in JAX
dirmeier/sbijax erreicht einen Gesundheitsindex von 63 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Engineering Quality (84/100) ab, am schwächsten bei Community & Adoption (46/100). Zuletzt vor 23 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
63
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.
63
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
Simon DirmeierPersönliches Konto
143 Follower43 öffentliche Reposseit Nov. 2015@Logitech
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | sbijax | 0.4.0 | 2.227 | 10 | vor 23 Tagen | sbiabcsimulation-based-inferenceapproximate-bayesian-computation |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
67
Entwicklungsaktivität
55Mittel
Wie die Bewertung erfolgt
| 28.8/36 | Push-Aktualität — letzter Push vor 23 Tagen |
| 3.5/36 | Commit-Rhythmus — 5/52 Wochen mit Commits |
| 12.6/18 | Commit-Volumen — 24 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 18 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 24 |
| human_commit_share | 1 |
| days_since_last_push | 23 |
| active_weeks_last_year | 5 |
Release-Disziplin
84Gut
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 9 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 23 Tagen |
| 12.6/27 | Release-Rhythmus — ein Release etwa alle 134 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 9 |
| latest_release_tag | v0.4.0 |
| releases_from_tags | nein |
| days_since_latest_release | 23 |
| mean_days_between_releases | 134 |
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?
46
Popularität & Verbreitung
35Gefährdet
Wie die Bewertung erfolgt
| 27.7/60 | Stars — 52 Stars |
| 5.8/25 | Forks — 6 Forks |
| 1.7/15 | Watcher — 3 Watcher |
Verwendete Eingangsdaten
| forks | 6 |
| stars | 52 |
| 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 |
Wie die Bewertung erfolgt
| 44.6/80 | Downloads pro Monat — 2.227 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | sbijax |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2.227 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Abhängige in der Registry. Die verbleibenden Gewichte wurden renormalisiert.
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
62
Maintainer-Resilienz (Bus-Faktor)
24Kritisch
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 0.6/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 98 % der Commits |
| 4.1/13.5 | Breite der Beitragenden — 3 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0,975 |
Wie die Bewertung erfolgt
| 38.9/46.8 | Issue-Lösungsquote — 83 % der Issues geschlossen |
| 36/38.3 | PR-Annahme — 47/50 entschiedene PRs gemergt |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 2/19 approved changesets -- score normalized to 1 |
Verwendete Eingangsdaten
| merged_prs | 47 |
| open_issues | 3 |
| closed_issues | 15 |
| issue_closed_ratio | 0,833 |
| closed_unmerged_prs | 3 |
Eigentümerschaft & Trägerschaft
62Mittel
Wie die Bewertung erfolgt
| 10/30 | Organisatorische Trägerschaft — persönliches (Nutzer-)Konto |
| 0/20 | Verifizierte Domain — für Nutzerkonten nicht anwendbar |
| 15.5/25 | Reichweite des Inhabers — 143 Follower von dirmeier |
| 24/25 | Kontohistorie — 43 öffentliche Repos, Kontoalter ca. 10 Jahre |
Verwendete Eingangsdaten
| followers | 143 |
| owner_type | User |
| is_verified | — |
| owner_login | dirmeier |
| public_repos | 43 |
| account_age_days | 3.892 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Verifizierte Domain. Die verbleibenden Gewichte wurden renormalisiert.
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 23 Tagen |
| 20/20 | Versionshistorie — 10 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | sbijax |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 23 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
84
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 2 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 6/20 | OpenSSF Scorecard: CI-Tests — 7 out of 18 merged PRs checked by a CI test -- score normalized to 3 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
90Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://sbijax.rtfd.io |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 5 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | abc, approximate-bayesian-computation, python, simulation-based-inference, sbi |
| has_wiki | nein |
| homepage | https://sbijax.rtfd.io |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
53
Sicherheitslage
41Gefährdet
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — keine Daten |
| 0.8/2.5 | CI-Tests — 7 out of 18 merged PRs checked by a CI test -- score normalized to 3 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 2/19 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 18 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 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 — 81 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4,1 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, 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 | 155 |
| affected_packages | 19 |
| assessed_packages | 239 |
| unassessed_packages | 22 |
| affected_by_severity | critical 3, high 9, 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. 239 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 22 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.
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.
63
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — .claude/CLAUDE.md |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 36.9/40 | Lesbare Commit-Historie — 56 von 81 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,691 |
| agent_instruction_files | .claude/CLAUDE.md |
| agent_instruction_max_bytes | 3.914 |
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — docs/Makefile |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 0/10 | Belegte Agentenpraxis — keine von Agenten verfassten Commits unter den letzten 81 |
| 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 | docs/Makefile |
| has_devcontainer | nein |
| has_linter_config | ja |
| 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 — 0/130 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 15.890 |
| source_files_sampled | 130 |
| 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 — examples, notebooks |
Verwendete Eingangsdaten
| example_dirs | examples, notebooks |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
52GitHub-Sterne
3Mitwirkende
24Commits, letzte 12 Monate
23Tage seit letztem Push
9Releases
1Bus-Faktor
3offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 6 ⇿
0Sterne
6Forks
6Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 0Minor 3Patch 2
Jeder Punkt umfasst 3 Tage.
OpenSSF Scorecard 4.1 / 10
4.1Gesamtwert
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 |
| k. A. | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 3 | CI-Tests | 7 out of 18 merged PRs checked by a CI test -- score normalized to 3 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 2/19 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 18 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 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 | 81 existing vulnerabilities detected |
Direkte Abhängigkeiten 12
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | diffrax | >=0.7.2 | pyproject.toml |
| PyPI | distrax | >=0.1.9 | pyproject.toml |
| PyPI | blackjax | >=1.3 | pyproject.toml |
| PyPI | dm-haiku | >=0.0.16 | pyproject.toml |
| PyPI | einops | >=0.8.2 | pyproject.toml |
| PyPI | optax | >=0.2.8 | pyproject.toml |
| PyPI | surjectors | >=0.3.3 | pyproject.toml |
| PyPI | tqdm | >=4.64.1 | pyproject.toml |
| PyPI | jaxlib | >=0.10.1 | pyproject.toml |
| PyPI | jax | >=0.10.1 | pyproject.toml |
| PyPI | grain | >=0.2.16 | pyproject.toml |
| PyPI | tfp-nightly | >=0.26.0.dev20260318 | pyproject.toml |
Alle Abhängigkeiten 261
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 12 direkte und 249 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | blackjax | 1.3 | direkt |
| PyPI | diffrax | 0.7.2 | direkt |
| PyPI | distrax | 0.1.9 | direkt |
| PyPI | dm-haiku | 0.0.16 | direkt |
| PyPI | einops | 0.8.2 | direkt |
| PyPI | grain | 0.2.16 | direkt |
| PyPI | jax | 0.10.2 | direkt |
| PyPI | jaxlib | 0.10.2 | direkt |
| PyPI | optax | 0.2.8 | direkt |
| PyPI | surjectors | 0.3.3 | direkt |
| PyPI | tfp-nightly | 0.26.0.dev20260318 | direkt |
| PyPI | tqdm | 4.67.3 | direkt |
| PyPI | absl-py | 2.4.0 | indirekt |
| PyPI | accessible-pygments | 0.0.5 | indirekt |
| PyPI | alabaster | 1.0.0 | indirekt |
| PyPI | anyio | 4.12.1 | indirekt |
| PyPI | appnope | 0.1.4 | indirekt |
| PyPI | apsw | 3.51.3.0 | indirekt |
| PyPI | apswutils | 0.1.2 | indirekt |
| PyPI | argon2-cffi | 25.1.0 | indirekt |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirekt |
| PyPI | array-api-compat | 1.15.0 | indirekt |
| PyPI | array-api-extra | 0.11.0 | indirekt |
| PyPI | array-record | 0.8.3 | indirekt |
| PyPI | arrow | 1.2.3 | indirekt |
| PyPI | ast-serialize | 0.5.0 | indirekt |
| PyPI | asttokens | 3.0.1 | indirekt |
| PyPI | async-lru | 2.2.0 | indirekt |
| PyPI | attrs | 25.4.0 | indirekt |
| PyPI | babel | 2.18.0 | indirekt |
| PyPI | beautifulsoup4 | 4.14.3 | indirekt |
| PyPI | bleach | 6.3.0 | indirekt |
| PyPI | certifi | 2026.2.25 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | cfgv | 3.5.0 | indirekt |
| PyPI | charset-normalizer | 3.4.6 | indirekt |
| PyPI | chex | 0.1.90 | indirekt |
| PyPI | click | 8.1.3 | indirekt |
| PyPI | cloudpickle | 3.1.2 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | comm | 0.2.3 | indirekt |
| PyPI | contourpy | 1.3.3 | indirekt |
| PyPI | coverage | 7.13.5 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | debugpy | 1.8.20 | indirekt |
| PyPI | decorator | 5.2.1 | indirekt |
| PyPI | defusedxml | 0.7.1 | indirekt |
| PyPI | distlib | 0.4.0 | indirekt |
| PyPI | dm-tree | 0.1.8 | indirekt |
| PyPI | dm-tree | 0.1.9 | indirekt |
| PyPI | docstring-inheritance | 3.0.0 | indirekt |
| PyPI | docutils | 0.22.4 | indirekt |
| PyPI | edfio | 0.4.13 | indirekt |
| PyPI | edflib-python | 1.0.8 | indirekt |
| PyPI | equinox | 0.13.6 | indirekt |
| PyPI | etils | 1.14.0 | indirekt |
| PyPI | executing | 2.2.1 | indirekt |
| PyPI | fastcore | 1.12.26 | indirekt |
| PyPI | fastjsonschema | 2.21.2 | indirekt |
| PyPI | fastlite | 0.2.4 | indirekt |
| PyPI | fastprogress | 1.1.5 | indirekt |
| PyPI | filelock | 3.25.2 | indirekt |
| PyPI | fonttools | 4.62.1 | indirekt |
| PyPI | fqdn | 1.5.1 | indirekt |
| PyPI | fsspec | 2026.2.0 | indirekt |
| PyPI | gast | 0.7.0 | indirekt |
| PyPI | gitlint | 0.19.1 | indirekt |
| PyPI | gitlint-core | 0.19.1 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | h5py | 3.16.0 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httptools | 0.7.1 | indirekt |
| PyPI | httpx | 0.28.1 | indirekt |
| PyPI | identify | 2.6.18 | indirekt |
| PyPI | idna | 3.11 | indirekt |
| PyPI | imagesize | 2.0.0 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | ipykernel | — | indirekt |
| PyPI | ipykernel | 7.2.0 | indirekt |
| PyPI | ipython | — | indirekt |
| PyPI | ipython | 9.11.0 | indirekt |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirekt |
| PyPI | ipywidgets | 8.1.8 | indirekt |
| PyPI | isoduration | 20.11.0 | indirekt |
| PyPI | itsdangerous | 2.2.0 | indirekt |
| PyPI | jaxopt | 0.8.3 | indirekt |
| PyPI | jaxtyping | 0.3.9 | indirekt |
| PyPI | jedi | 0.19.2 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | jmp | 0.0.4 | indirekt |
| PyPI | joblib | 1.5.3 | indirekt |
| PyPI | jrnmm | 0.1.1.post2 | indirekt |
| PyPI | json5 | 0.13.0 | indirekt |
| PyPI | jsonpointer | 3.0.0 | indirekt |
| PyPI | jsonschema | 4.26.0 | indirekt |
| PyPI | jsonschema-specifications | 2025.9.1 | indirekt |
| PyPI | jupyter | 1.1.1 | indirekt |
| PyPI | jupyter-client | 8.8.0 | indirekt |
| PyPI | jupyter-console | 6.6.3 | indirekt |
| PyPI | jupyter-core | 5.9.1 | indirekt |
| PyPI | jupyter-events | 0.12.0 | indirekt |
| PyPI | jupyter-lsp | 2.3.0 | indirekt |
| PyPI | jupyter-server | 2.17.0 | indirekt |
| PyPI | jupyter-server-terminals | 0.5.4 | indirekt |
| PyPI | jupyterlab | 4.5.6 | indirekt |
| PyPI | jupyterlab-pygments | 0.3.0 | indirekt |
| PyPI | jupyterlab-server | 2.28.0 | indirekt |
| PyPI | jupyterlab-widgets | 3.0.16 | indirekt |
| PyPI | kiwisolver | 1.5.0 | indirekt |
| PyPI | lark | 1.3.1 | indirekt |
| PyPI | latexcodec | 3.0.1 | indirekt |
| PyPI | lazy-loader | 0.5 | indirekt |
| PyPI | librt | 0.11.0 | indirekt |
| PyPI | lineax | 0.0.8 | indirekt |
| PyPI | markupsafe | 3.0.3 | indirekt |
| PyPI | matplotlib | — | indirekt |
| PyPI | matplotlib | 3.10.8 | indirekt |
| PyPI | matplotlib-inline | 0.2.1 | indirekt |
| PyPI | memory-profiler | 0.61.0 | indirekt |
| PyPI | mistune | 3.2.0 | indirekt |
| PyPI | ml-dtypes | 0.5.4 | indirekt |
| PyPI | mne | 1.12.1 | indirekt |
| PyPI | mne-bids | 0.19.0 | indirekt |
| PyPI | moabb | 1.5.0 | indirekt |
| PyPI | mypy | 2.1.0 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | nbclient | 0.10.4 | indirekt |
| PyPI | nbconvert | 7.17.0 | indirekt |
| PyPI | nbformat | 5.10.4 | indirekt |
| PyPI | nbsphinx | — | indirekt |
| PyPI | nbsphinx | 0.9.8 | indirekt |
| PyPI | nest-asyncio | 1.6.0 | indirekt |
| PyPI | nodeenv | 1.10.0 | indirekt |
| PyPI | notebook | 7.5.5 | indirekt |
| PyPI | notebook-shim | 0.2.4 | indirekt |
| PyPI | numpy | 2.4.3 | indirekt |
| PyPI | oauthlib | 3.3.1 | indirekt |
| PyPI | opt-einsum | 3.4.0 | indirekt |
| PyPI | optimistix | 0.1.0 | indirekt |
| PyPI | packaging | 26.0 | indirekt |
| PyPI | pandas | — | indirekt |
| PyPI | pandas | 2.3.3 | indirekt |
| PyPI | pandas | 3.0.1 | indirekt |
| PyPI | pandocfilters | 1.5.1 | indirekt |
| PyPI | parso | 0.8.6 | indirekt |
| PyPI | pathspec | 1.1.1 | indirekt |
| PyPI | pexpect | 4.9.0 | indirekt |
| PyPI | pillow | 12.1.1 | indirekt |
| PyPI | platformdirs | 4.9.4 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | pooch | 1.9.0 | indirekt |
| PyPI | pre-commit | 4.5.1 | indirekt |
| PyPI | prometheus-client | 0.24.1 | indirekt |
| PyPI | prompt-toolkit | 3.0.52 | indirekt |
| PyPI | protobuf | 7.34.0 | indirekt |
| PyPI | psutil | 7.2.2 | indirekt |
| PyPI | ptyprocess | 0.7.0 | indirekt |
| PyPI | pure-eval | 0.2.3 | indirekt |
| PyPI | pybtex | 0.25.1 | indirekt |
| PyPI | pybtex-docutils | 1.0.3 | indirekt |
| PyPI | pybv | 0.8.1 | indirekt |
| PyPI | pycountry | 26.2.16 | indirekt |
| PyPI | pycparser | 3.0 | indirekt |
| PyPI | pydata-sphinx-theme | 0.16.1 | indirekt |
| PyPI | pygments | 2.19.2 | indirekt |
| PyPI | pymatreader | 1.2.3 | indirekt |
| PyPI | pyparsing | 3.3.2 | indirekt |
| PyPI | pyriemann | 0.12 | indirekt |
| PyPI | pytest | 9.0.2 | indirekt |
| PyPI | pytest-cov | 7.0.0 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | python-discovery | 1.1.3 | indirekt |
| PyPI | python-dotenv | 1.2.2 | indirekt |
| PyPI | python-fasthtml | 0.12.50 | indirekt |
| PyPI | python-json-logger | 4.0.0 | indirekt |
| PyPI | python-multipart | 0.0.22 | indirekt |
| PyPI | pytz | 2026.1.post1 | indirekt |
| PyPI | pywinpty | 3.0.3 | indirekt |
| PyPI | pyyaml | 6.0.3 | indirekt |
| PyPI | pyzmq | 27.1.0 | indirekt |
| PyPI | referencing | 0.37.0 | indirekt |
| PyPI | requests | 2.32.5 | indirekt |
| PyPI | rfc3339-validator | 0.1.4 | indirekt |
| PyPI | rfc3986-validator | 0.1.1 | indirekt |
| PyPI | rfc3987-syntax | 1.1.0 | indirekt |
| PyPI | roman-numerals | 4.1.0 | indirekt |
| PyPI | rpds-py | 0.30.0 | indirekt |
| PyPI | ruff | 0.15.20 | indirekt |
| PyPI | sabc | — | indirekt |
| PyPI | scikit-learn | — | indirekt |
| PyPI | scikit-learn | 1.8.0 | indirekt |
| PyPI | scipy | — | indirekt |
| PyPI | scipy | 1.17.1 | indirekt |
| PyPI | seaborn | 0.13.2 | indirekt |
| PyPI | send2trash | 2.1.0 | indirekt |
| PyPI | session-info | — | indirekt |
| PyPI | session-info | 1.0.1 | indirekt |
| PyPI | setuptools | 82.0.1 | indirekt |
| PyPI | sh | 1.14.3 | indirekt |
| PyPI | simulated-annealing-abc | — | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | snowballstemmer | 3.0.1 | indirekt |
| PyPI | soupsieve | 2.8.3 | indirekt |
| PyPI | sphinx | — | indirekt |
| PyPI | sphinx | 9.1.0 | indirekt |
| PyPI | sphinx-autobuild | — | indirekt |
| PyPI | sphinx-autobuild | 2025.8.25 | indirekt |
| PyPI | sphinx-autodoc-typehints | — | indirekt |
| PyPI | sphinx-autodoc-typehints | 3.9.8 | indirekt |
| PyPI | sphinx-book-theme | — | indirekt |
| PyPI | sphinx-book-theme | 1.1.0 | indirekt |
| PyPI | sphinx-copybutton | — | indirekt |
| PyPI | sphinx-copybutton | 0.5.2 | indirekt |
| PyPI | sphinx-design | — | indirekt |
| PyPI | sphinx-design | 0.7.0 | indirekt |
| PyPI | sphinx-fontawesome | — | indirekt |
| PyPI | sphinx-fontawesome | 0.0.6 | indirekt |
| PyPI | sphinx-gallery | — | indirekt |
| PyPI | sphinx-gallery | 0.20.0 | indirekt |
| PyPI | sphinx-math-dollar | — | indirekt |
| PyPI | sphinx-math-dollar | 1.3 | indirekt |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-bibtex | — | indirekt |
| PyPI | sphinxcontrib-bibtex | 2.6.5 | indirekt |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-fulltoc | — | indirekt |
| PyPI | sphinxcontrib-fulltoc | 1.2.0 | indirekt |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirekt |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirekt |
| PyPI | sphinxcontrib-mermaid | — | indirekt |
| PyPI | sphinxcontrib-mermaid | 2.0.2 | indirekt |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirekt |
| PyPI | stack-data | 0.6.3 | indirekt |
| PyPI | starlette | 0.52.1 | indirekt |
| PyPI | stdlib-list | 0.12.0 | indirekt |
| PyPI | tabulate | 0.10.0 | indirekt |
| PyPI | terminado | 0.18.1 | indirekt |
| PyPI | threadpoolctl | 3.6.0 | indirekt |
| PyPI | tinycss2 | 1.4.0 | indirekt |
| PyPI | toolz | 1.1.0 | indirekt |
| PyPI | tornado | 6.5.5 | indirekt |
| PyPI | traitlets | 5.14.3 | indirekt |
| PyPI | typing-extensions | 4.15.0 | indirekt |
| PyPI | tzdata | 2025.3 | indirekt |
| PyPI | uri-template | 1.3.0 | indirekt |
| PyPI | urllib3 | 2.6.3 | indirekt |
| PyPI | uvicorn | 0.42.0 | indirekt |
| PyPI | uvloop | 0.22.1 | indirekt |
| PyPI | virtualenv | 21.2.0 | indirekt |
| PyPI | wadler-lindig | 0.1.7 | indirekt |
| PyPI | watchfiles | 1.1.1 | indirekt |
| PyPI | wcwidth | 0.6.0 | indirekt |
| PyPI | webcolors | 25.10.0 | indirekt |
| PyPI | webencodings | 0.5.1 | indirekt |
| PyPI | websocket-client | 1.9.0 | indirekt |
| PyPI | websockets | 16.0 | indirekt |
| PyPI | widgetsnbextension | 4.0.15 | indirekt |
| PyPI | wrapt | 2.1.2 | indirekt |
| PyPI | xmltodict | 1.0.4 | indirekt |
| PyPI | zipp | 3.23.0 | indirekt |
Abhängigkeits-Advisories 19
Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 239 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 19 tragen bekannte Advisories, davon 0 direkte. 22 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.
| Paket | Version | Beziehung | Schweregrad | Advisories | Behoben in |
|---|---|---|---|---|---|
| jupyterlab | 4.5.6 | indirekt | kritisch | 12 | 7.5.6 |
| notebook | 7.5.5 | indirekt | kritisch | 4 | 7.5.6 |
| pillow | 12.1.1 | indirekt | kritisch | 36 | 12.3.0 |
| click | 8.1.3 | indirekt | hoch | 1 | 8.3.3 |
| jupyter-server | 2.17.0 | indirekt | hoch | 14 | 2.20.0 |
| mistune | 3.2.0 | indirekt | hoch | 32 | 3.3.0 |
| python-multipart | 0.0.22 | indirekt | hoch | 12 | 0.0.31 |
| sh | 1.14.3 | indirekt | hoch | 2 | 2.2.4 |
| soupsieve | 2.8.3 | indirekt | hoch | 4 | 2.8.4 |
| starlette | 0.52.1 | indirekt | hoch | 10 | 1.3.1 |
| tornado | 6.5.5 | indirekt | hoch | 7 | 6.5.7 |
| urllib3 | 2.6.3 | indirekt | hoch | 4 | 2.7.0 |
| bleach | 6.3.0 | indirekt | mittel | 3 | 6.4.0 |
| idna | 3.11 | indirekt | mittel | 2 | 3.15 |
| nbconvert | 7.17.0 | indirekt | mittel | 4 | 7.17.1 |
| pytest | 9.0.2 | indirekt | mittel | 2 | 9.0.3 |
| requests | 2.32.5 | indirekt | mittel | 2 | 2.33.0 |
| setuptools | 82.0.1 | indirekt | mittel | 2 | 83.0.0 |
| pygments | 2.19.2 | 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": [
"abc",
"approximate-bayesian-computation",
"python",
"simulation-based-inference",
"sbi"
],
"is_fork": false,
"size_kb": 29727,
"has_wiki": false,
"homepage": "https://sbijax.rtfd.io",
"languages": {
"Shell": 232,
"Python": 244345
},
"pushed_at": "2026-07-04T22:34:34Z",
"created_at": "2022-10-12T20:09:38Z",
"owner_type": "User",
"updated_at": "2026-07-04T22:34:36Z",
"description": "Simulation-based inference in JAX",
"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": "simon-dirmeier.com",
"name": "Simon Dirmeier",
"type": "User",
"login": "dirmeier",
"company": "@Logitech",
"location": "Zurich, Switzerland",
"followers": 143,
"avatar_url": "https://avatars.githubusercontent.com/u/16086606?v=4",
"created_at": "2015-11-30T17:20:59Z",
"is_verified": null,
"public_repos": 43,
"account_age_days": 3892
},
"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": "v0.4.0",
"kind": "minor",
"published_at": "2026-07-04T22:06:20Z"
},
{
"tag": "v0.3.6",
"kind": "patch",
"published_at": "2026-03-20T18:19:08Z"
},
{
"tag": "v0.3.4",
"kind": "patch",
"published_at": "2025-02-02T22:28:28Z"
},
{
"tag": "v0.3.3.post1",
"kind": "other",
"published_at": "2025-01-15T09:33:55Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2024-08-18T12:46:52Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2024-02-29T10:45:30Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2023-10-03T17:57:22Z"
},
{
"tag": "v0.0.12",
"kind": "patch",
"published_at": "2023-08-21T17:05:32Z"
},
{
"tag": "v0.0.11",
"kind": "patch",
"published_at": "2023-07-28T16:54:04Z"
}
],
"recent_commits": [
{
"oid": "fafd90ff694ef9ee0a7fe18d3dedd320dece40b6",
"body": null,
"is_bot": false,
"headline": "fix: fix pytest coverage",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:34:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08aec1d36dceee3f0cc4c482fb51e335a4128097",
"body": null,
"is_bot": false,
"headline": "chore: remove example action",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "886abbcb9351d0ca2d79bfc58db8aee18186a881",
"body": null,
"is_bot": false,
"headline": "fix(sabc-performance): port sbijax adapter to functional API",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da29daa402c737784d4adad1219adc4b0379cc16",
"body": null,
"is_bot": false,
"headline": "chore: rename example files",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "513dc42ab0a827d1f6ff84dbcd5fbda74cb319d6",
"body": null,
"is_bot": false,
"headline": "fix(sabc-performance): port sbijax adapter to functional API",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7d3981113a0325fda87dea81a29f2d9d17a0056",
"body": null,
"is_bot": false,
"headline": "docs: redesign docs and examples for the functional API",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa9c616450e6738984ea36a8ba7b72ee23f5e8b4",
"body": "…l API",
"is_bot": false,
"headline": "refactor(sbijax)!: remove OO estimators/plotting and expose functiona…",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5016036c969640236f0161ab2f70cc03371210b0",
"body": null,
"is_bot": false,
"headline": "feat(sbijax): experimental cmpe/aio/truncated on the objective API",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d4f5bf974f140b4a56390ba6fd799aa9bce488b",
"body": null,
"is_bot": false,
"headline": "feat(sbijax): SBC and blackjax-backed convergence diagnostics",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b6625ce14957b1b433f5caf0cf300e735e665de",
"body": null,
"is_bot": false,
"headline": "feat(sbijax): objective-based inference methods and free drivers",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0f9f7756b39b8654bccecb9872e6449dcf0338ed",
"body": null,
"is_bot": false,
"headline": "feat(sbijax): make_sampler with kernel handles for nuts/mala/rmh/imh",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da5001ca3ae9f9e69e9e67a4a5c5c76caf1a58ae",
"body": null,
"is_bot": false,
"headline": "feat(sbijax): functional simulate pipeline and train/sample drivers",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c66b926195c49d46dc527b425668f3b58eaab334",
"body": null,
"is_bot": false,
"headline": "build(sbijax): drop plotting/arviz deps and update project metadata",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-04T22:00:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59570efeff86308e0ecabbc5ff618ac939849125",
"body": null,
"is_bot": false,
"headline": "refactor: pass constructed prior to estimators, not a factory (#68)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-01T16:05:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d23641427891da2fb675e6af69a34e4da2b64afb",
"body": null,
"is_bot": false,
"headline": "refactor: extract shared run_blackjax MCMC driver (#67)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-01T15:58:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "af1ae164821519226c18e451f42bf574dce6fd14",
"body": null,
"is_bot": false,
"headline": "refactor: extract shared train_loop for neural estimators (#66)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-01T15:54:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41c06f8ff34181d8af38ab090f998c4f1db08faf",
"body": "* chore: expand ruff ruleset and dev tooling config\n\n* chore(bench): tidy sabc-performance benchmark scripts\n\n* docs: update experimental module reference\n\n* fix(dataloader): respect shuffle flag in numpy iterator\n\n* refactor: resolve ruff lint findings across library\n\n* style: reformat to 2-space i\n[…]\n README\n\n* refactor(deps): make plotting and jrnmm optional via sbijax[all]\n\n* ci: install extras and drop make in favor of uv commands\n\n* fix(tests): reset x64 per test and keep sabc scan carry int32",
"is_bot": false,
"headline": "Introduce more mypy checks (#65)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-07-01T09:58:20Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "91a6d9318cc56ee7b9939629a7088d6f3c244a66",
"body": "* feat(abc): add SABC simulated annealing ABC method\n\n* test(abc): add SABC unit and recovery tests\n\n* docs(abc): document SABC and add Albert et al. 2025 citation\n\n* docs(abc): add SABC design spec and implementation plan\n\n* chore(bench): scaffold isolated sabc-performance project\n\n* feat(bench): a\n[…]\ndence with reference\n\n* feat(bench): multi-task SABC benchmark with MCMC reference and plots\n\n* refactor(bench): emit only the aggregated results table\n\n* chore(bench): slim down benchmark boilerplate",
"is_bot": false,
"headline": "SABC (#64)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-06-29T17:43:30Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5187a90dd604bac9ec7f23f00157c32eb086ba4d",
"body": null,
"is_bot": false,
"headline": "Fix InferenceData issues with plotting",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-03-19T16:55:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4366c27267da29f6842b86722d41dd3bfb288d6f",
"body": null,
"is_bot": false,
"headline": "Add new notebooks (#61)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-03-19T14:30:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "69f17c1ce37c316c57ebdf0be6cad8a4072d2d2d",
"body": "This PR moves from using `hatch` to `uv` as a build system. While Hatch is great, e.g., due to its version management, there are some things that are not particularly practical:\n- The envs are per default not installed locally but to some arcane location that can be hard to find for users.\n- Having \n[…]\nher hand\n- makes it easy to replicate the exact versions that are used during development, \n- has only one base env containing all dependencies, \n- is very fast,\n- and is imho easier to learn and use.",
"is_bot": false,
"headline": "Move to UV (#60)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-03-19T09:28:35Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "41bc24e4f584dc57bcdd82dea0ce02136a3cd570",
"body": null,
"is_bot": false,
"headline": "Add simulator models (#59)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2026-03-18T08:21:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "671955df00ed57d1589f95f4b9d93bb636a1d0ae",
"body": "* Run linters\n\n* Fix issue with JAX v.0.6.0",
"is_bot": false,
"headline": "Fix JAX v0.6.0 compatibility and CICD pipeline (#58)",
"author_name": "Bruno Cruz",
"author_login": "bruno-f-cruz",
"committed_at": "2026-03-13T12:14:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0bc94d2c4828085cd1c27f9566bb69f6e7c4bf86",
"body": "Compatibility with jax 0.8.0",
"is_bot": false,
"headline": "Import tree_map from jax.tree_util (#56)",
"author_name": "Laura Driscoll",
"author_login": "lauradriscoll",
"committed_at": "2025-11-24T10:25:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "094413b54904e2ba44ab8a73b4216f8d69944403",
"body": null,
"is_bot": false,
"headline": "Add NPSE + AiO and add more unit tests (#55)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2025-02-02T22:21:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e6acf94ff195a5f757f76e79babcee016ae5ec5b",
"body": null,
"is_bot": false,
"headline": "Fix 'jrnmm' dependency in project file",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2025-01-15T09:32:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e11ca04d798600979c93a0c900ced421fb1a864d",
"body": null,
"is_bot": false,
"headline": "Manuscript+supplement dependency file (#52)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2025-01-15T08:52:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "708ebb69e9e7271ffa946e468e6e209ac9cc215d",
"body": null,
"is_bot": false,
"headline": "Add event bijector for NPE (#51)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2025-01-03T13:56:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8c2f1b20641e2baa29f65078337acd6f798751cd",
"body": "+ minor bug fix",
"is_bot": false,
"headline": "Example notebooks (#50)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-12-13T08:59:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc6fd38db49df8cb410efb5dac7f2639198ab391",
"body": "* Remove manuscript+supplement\r\n* Deprecate Distrax where possible\r\n* Loosen TF pins",
"is_bot": false,
"headline": "Add more tests (#49)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-12-03T15:18:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "61763672e7a60826dc2c69a46a55ef1177aa85fb",
"body": null,
"is_bot": false,
"headline": "Deprecate distrax and update examples (#48)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-08-18T13:52:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "335bd170cc2896a0d363046b17b9673937dfc6bd",
"body": null,
"is_bot": false,
"headline": "Notebooks for manuscript (#45)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-08-18T08:58:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a02a911b8b8986036989b38c3d4b7f3111fd6ac0",
"body": null,
"is_bot": false,
"headline": "Minor bugfix and update documentation (#38)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-08-14T07:29:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0700503f33b7c7b037f6e4fdada86c28ee0fa037",
"body": null,
"is_bot": false,
"headline": "Add stickers",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-07-19T21:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b12aab1788dfb5ab0111d7620aa361a25313dad1",
"body": null,
"is_bot": false,
"headline": "Update README",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-07-19T21:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0057104ed10c5c32a3294988bd2ef67aa1c88b7",
"body": null,
"is_bot": false,
"headline": "Add styling options",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-07-19T21:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "24ba16e225f1135e67cf587361bb1e6f0d325c55",
"body": null,
"is_bot": false,
"headline": "Revert try moving to mkdocs",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-07-19T21:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b552b9601bc0adb0cab2b68aecdab56b84d2513",
"body": null,
"is_bot": false,
"headline": "Try moving to mkdocs",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-07-19T21:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa9b8f894ecadb70c4f8e2c533c78f50960bbb13",
"body": null,
"is_bot": false,
"headline": "Major refactor of codebase",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-07-19T21:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f7edcb3d7ec4aa58bf1a94977bd65cbd267ec3a",
"body": "* Update makefile\r\n* Add new functions for sampling",
"is_bot": false,
"headline": "Add minor functionality (#29)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-04-22T16:59:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5851493ed29c2b54766fc9adbe33b08be3bede0b",
"body": null,
"is_bot": false,
"headline": "Move to ruff (#28)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-29T21:02:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "513e8fdfcbd53ae8a2a8879900d3e92e6c60d8c1",
"body": null,
"is_bot": false,
"headline": "Add CMPE (#27)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-29T10:42:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9017ab2881218e09b1f96799693b18349d780b54",
"body": null,
"is_bot": false,
"headline": "Improve documentation (#26)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-28T14:32:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "78e8097a37ce545571e8388797a8f8ea07abdb3c",
"body": null,
"is_bot": false,
"headline": "Add FMPE (#25)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-28T13:52:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db2a588c1cc313236401c3ac7d7e06c2a130f048",
"body": "* Move all classes to use TF iterators\r\n* Update unit tests",
"is_bot": false,
"headline": "DRAFT: Move to TF iterators (#23)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-26T19:53:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f4f43d1ad52d7563810f00dd5e8057b9bf9e7c6c",
"body": null,
"is_bot": false,
"headline": "Add sphinx documentation (#22)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-26T09:54:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7a218c7aa6104eac202470a77cdb00e05e2badf",
"body": "* Add SRNE\r\n* Remove rejection ABC",
"is_bot": false,
"headline": "Add SRNE and remove rejection ABC (#21)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-24T14:01:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2f9722e3b2101b670c75cfe8d55246ac0c6e984",
"body": null,
"is_bot": false,
"headline": "Cleanup (#20)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-22T20:10:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9f59b0e735ea37a24915cbd20ae6bd4bbb2c51b1",
"body": "* Increment version\r\n* Add SNASSSand SNASSS\r\n* Fix tests after surjectors update",
"is_bot": false,
"headline": "Slice summary methods (#19)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-21T17:35:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "925971471b7105de146071f31f9a0367039abb85",
"body": "* Add MH variants and MALA",
"is_bot": false,
"headline": "Add MH variants and MALA (#18)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2024-02-14T16:01:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d9e5cd6d4f65d1c63d5449b51cc78af82fa162b",
"body": "* Return best parameter set after training\r\n* Remove flake-nb",
"is_bot": false,
"headline": "Take best params (#17)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-11-28T12:38:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cb7b35df4b371f22951bafb2913afff33880fb67",
"body": null,
"is_bot": false,
"headline": "Fix (#16)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-10-04T12:22:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "01f2e2c988360d82d895be8cea35069fdf81138b",
"body": "* Add lower-level simulate functions",
"is_bot": false,
"headline": "Fix (#15)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-10-04T12:14:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b6f78b50e708d3bd08bb6a553ee46e5c6d9b084",
"body": "* Refactor\r\n* Increment API\r\n* Fix lints",
"is_bot": false,
"headline": "Update API (#14)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-10-03T17:52:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8f42e19ae660c5cb798b47ae322583a698151f11",
"body": "* Fix tutorials\r\n* Fix test set\r\n* Minuscule changes/improvements\r\n* Increment version",
"is_bot": false,
"headline": "Fix tutorials (#13)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-08-21T17:04:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76acb191254aec7e839fb52ec68460f2533b439b",
"body": null,
"is_bot": false,
"headline": "Change surjector version",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-07-28T17:03:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d852129f4285617c89657a827cf9870c27f7005",
"body": null,
"is_bot": false,
"headline": "Add a test that runs everything (#12)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-07-28T16:35:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "594b6d85829f02033c39987224b0039f303c1e3e",
"body": null,
"is_bot": false,
"headline": "Implement APT (#10)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-04-13T20:42:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "90171f8ee218ed1b652dd48f38be1e34df176d56",
"body": null,
"is_bot": false,
"headline": "Add kwargs argument to sample posterior",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-04-03T18:19:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "605d5d72bc6a15bd7ecbeebd3ac17a8def6e2ddc",
"body": null,
"is_bot": false,
"headline": "Slice sampler (#9)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-30T09:57:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "997bdeb0485710af6a46e85b488246f941d5fb81",
"body": null,
"is_bot": false,
"headline": "Return all particles with SMC",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-16T20:39:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ac3e1b5de1c8e4d617d31a2ed1b6849e4b3c7386",
"body": "* Add assert statement\r\n* Several cleanups and lints",
"is_bot": false,
"headline": "Add safety asserts (#8)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-16T19:13:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5913a65d0730e3475995074ba5ba2126233f564b",
"body": null,
"is_bot": false,
"headline": "Move early stopping to 10",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-14T09:16:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2f3cf0ec17c4e1dc49a0a7c56d700c3d342b3062",
"body": null,
"is_bot": false,
"headline": "Add exampel for surjector",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-13T14:35:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46485564ac4e8ca59e1c22196cabea60e6cc4af6",
"body": null,
"is_bot": false,
"headline": "Early stopping=20",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-13T12:43:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a1d7d57d07c48291e2d23f2fea1e9ad0421d7451",
"body": "* Make fixes regarding dimensions of sampling functions\r\n* Rename SBI to SBIJax",
"is_bot": false,
"headline": "Rename sbi (#6)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-13T11:32:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59b4eb23e954670773c23f8d06405e70877791d3",
"body": "* Fix CI",
"is_bot": false,
"headline": "Fix CI (#4)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-11T13:41:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d3a0db1717fe65db49c6cecc875b62f3359b6ec2",
"body": null,
"is_bot": false,
"headline": "Add Makefile",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-03-11T11:29:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "641cb8fd082232943d9068d9665151a6540cc933",
"body": null,
"is_bot": false,
"headline": "Documentation (#3)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-29T22:46:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4076e20b1cf38b5759a99a82d0dd6f57613af78b",
"body": null,
"is_bot": false,
"headline": "Remove notebook",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-28T15:20:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41e583bdecdd59537cbc87ae0aef426c77dfc73c",
"body": "SMC",
"is_bot": false,
"headline": "Merge pull request #2 from dirmeier/examples",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-28T15:18:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b53bdcec4a0f85e09d799bdb5ee9c449c9dbb1ea",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into examples",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-28T15:14:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da70c40ab431fe7149ad8839ae8c48c73528e8e3",
"body": null,
"is_bot": false,
"headline": "SMC ABC",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-28T15:13:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f3c4c9fff89e5a3119d6c2da4c116fb028426b2b",
"body": null,
"is_bot": false,
"headline": "Add examples (#1)",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-25T15:57:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "86ce6d084daa2356e7e91b6f707c1ab4acea54b6",
"body": null,
"is_bot": false,
"headline": "Add SLCP example",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-25T15:44:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b192d892a87da181fdb0e59b12539bd28272187a",
"body": null,
"is_bot": false,
"headline": "SLCP notebook",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-24T21:22:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "89c8e59b064f6e9d40598d8206c61a3c43e0ec9f",
"body": null,
"is_bot": false,
"headline": "Add SNL example",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-24T10:09:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cb263cca3dc2dda2f20b7061938e87b78b137a87",
"body": null,
"is_bot": false,
"headline": "Add SNL example",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-20T12:29:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e7c92fa2eafec5fbd878600f80576e2e3de20e37",
"body": null,
"is_bot": false,
"headline": "Finish SNL",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-19T20:36:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e13fa83a08815c4536ed5a024afd4eff097e88d7",
"body": null,
"is_bot": false,
"headline": "Add workflow ci, update README",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-18T21:51:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8dba19cf083c781d944707d4d68fc99afa642aa5",
"body": null,
"is_bot": false,
"headline": "Init",
"author_name": "Simon Dirmeier",
"author_login": "dirmeier",
"committed_at": "2023-01-18T20:46:43Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 9,
"commits_last_year": 24,
"latest_release_at": "2026-07-04T22:06:20Z",
"latest_release_tag": "v0.4.0",
"releases_from_tags": false,
"days_since_last_push": 23,
"active_weeks_last_year": 5,
"days_since_latest_release": 23,
"mean_days_between_releases": 134
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 42,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "sbijax",
"exists": true,
"license": null,
"keywords": [
"sbi",
"abc",
"simulation-based inference",
"approximate Bayesian computation",
"Development Status :: 4 - Beta",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/sbijax/",
"is_deprecated": false,
"latest_version": "0.4.0",
"repository_url": "https://github.com/dirmeier/sbijax",
"versions_count": 10,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 2227,
"first_published_at": "2023-07-28T14:41:46.767911Z",
"latest_published_at": "2026-07-04T22:06:44.216933Z",
"latest_version_yanked": null,
"days_since_latest_publish": 23
}
]
},
"popularity": {
"forks": 6,
"stars": 52,
"watchers": 3,
"fork_history": {
"days": [
{
"date": "2023-08-18",
"count": 1
},
{
"date": "2024-06-13",
"count": 1
},
{
"date": "2024-11-28",
"count": 1
},
{
"date": "2024-12-21",
"count": 1
},
{
"date": "2025-11-15",
"count": 1
},
{
"date": "2026-02-11",
"count": 1
}
],
"complete": true,
"collected": 6,
"total_forks": 6
},
"star_history": null,
"open_issues_and_prs": 4
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 15890,
"source_files_sampled": 130,
"oversized_source_files": 0,
"agent_instruction_files": [
".claude/CLAUDE.md"
],
"agent_instruction_max_bytes": 3914
},
"dependencies": {
"manifests": [
"docs/requirements.txt",
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "repository_graph",
"source": "osv",
"findings": [
{
"name": "jupyterlab",
"direct": false,
"version": "4.5.6",
"severity": "critical",
"ecosystem": "pypi",
"cvss_score": 9.6,
"advisory_ids": [
"GHSA-37w4-hwhx-4rc4",
"GHSA-89vp-jrxv-24w8",
"GHSA-gx64-gj6p-pc4c",
"GHSA-h5v5-8746-g7mm",
"GHSA-mqcg-5x36-vfcg",
"GHSA-pppj-hq3g-57pj",
"GHSA-rch3-82jr-f9w9",
"GHSA-vmhf-c436-hxj4",
"GHSA-whvh-wf3x-g77j",
"PYSEC-2026-164"
],
"fixed_version": "7.5.6",
"advisory_count": 12,
"oldest_advisory_days": 88
},
{
"name": "notebook",
"direct": false,
"version": "7.5.5",
"severity": "critical",
"ecosystem": "pypi",
"cvss_score": 9.6,
"advisory_ids": [
"GHSA-mqcg-5x36-vfcg",
"GHSA-rch3-82jr-f9w9",
"PYSEC-2026-2681",
"PYSEC-2026-2682"
],
"fixed_version": "7.5.6",
"advisory_count": 4,
"oldest_advisory_days": 88
},
{
"name": "pillow",
"direct": false,
"version": "12.1.1",
"severity": "critical",
"ecosystem": "pypi",
"cvss_score": 9.1,
"advisory_ids": [
"GHSA-45hq-cxwh-f6vc",
"GHSA-4x4j-2g7c-83w6",
"GHSA-5x94-69rx-g8h2",
"GHSA-5xmw-vc9v-4wf2",
"GHSA-62p4-gmf7-7g93",
"GHSA-6r8x-57c9-28j4",
"GHSA-8v84-f9pq-wr9x",
"GHSA-9hw9-ch79-4vh6",
"GHSA-fj7v-r99m-22gq",
"GHSA-jjj6-mw9f-p565"
],
"fixed_version": "12.3.0",
"advisory_count": 36,
"oldest_advisory_days": 105
},
{
"name": "click",
"direct": false,
"version": "8.1.3",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.2,
"advisory_ids": [
"PYSEC-2026-2132"
],
"fixed_version": "8.3.3",
"advisory_count": 1,
"oldest_advisory_days": 88
},
{
"name": "jupyter-server",
"direct": false,
"version": "2.17.0",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 8.8,
"advisory_ids": [
"GHSA-24qx-w28j-9m6p",
"GHSA-5789-5fc7-67v3",
"GHSA-5mrq-x3x5-8v8f",
"GHSA-fcw5-x6j4-ccmp",
"GHSA-gf7q-q4j7-hp7c",
"GHSA-qh7q-6qm3-653w",
"GHSA-v42x-x7jp-845h",
"PYSEC-2026-2187",
"PYSEC-2026-2532",
"PYSEC-2026-3472"
],
"fixed_version": "2.20.0",
"advisory_count": 14,
"oldest_advisory_days": 83
},
{
"name": "mistune",
"direct": false,
"version": "3.2.0",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-2hm2-hc3v-44h9",
"GHSA-4j32-57v6-6g45",
"GHSA-58cw-g322-p94v",
"GHSA-6269-cqxg-mhhv",
"GHSA-8c25-4j27-2rv3",
"GHSA-8g87-j6q8-g93x",
"GHSA-8mp2-v27r-99xp",
"GHSA-8mpj-m6qm-5qr8",
"GHSA-c8j7-8cv4-2xmq",
"GHSA-ccfx-mfmx-2fx9"
],
"fixed_version": "3.3.0",
"advisory_count": 32,
"oldest_advisory_days": 82
},
{
"name": "python-multipart",
"direct": false,
"version": "0.0.22",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-5rvq-cxj2-64vf",
"GHSA-6jv3-5f52-599m",
"GHSA-mj87-hwqh-73pj",
"GHSA-pp6c-gr5w-3c5g",
"GHSA-v9pg-7xvm-68hf",
"GHSA-vffw-93wf-4j4q",
"PYSEC-2026-3036",
"PYSEC-2026-3037",
"PYSEC-2026-3038",
"PYSEC-2026-3039"
],
"fixed_version": "0.0.31",
"advisory_count": 12,
"oldest_advisory_days": 103
},
{
"name": "sh",
"direct": false,
"version": "1.14.3",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.9,
"advisory_ids": [
"GHSA-q38v-wp89-2w55",
"PYSEC-2026-3540"
],
"fixed_version": "2.2.4",
"advisory_count": 2,
"oldest_advisory_days": 10
},
{
"name": "soupsieve",
"direct": false,
"version": "2.8.3",
"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": "starlette",
"direct": false,
"version": "0.52.1",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-82w8-qh3p-5jfq",
"GHSA-86qp-5c8j-p5mr",
"GHSA-jp82-jpqv-5vv3",
"GHSA-wqp7-x3pw-xc5r",
"GHSA-x746-7m8f-x49c",
"PYSEC-2026-161",
"PYSEC-2026-2280",
"PYSEC-2026-2281",
"PYSEC-2026-248",
"PYSEC-2026-249"
],
"fixed_version": "1.3.1",
"advisory_count": 10,
"oldest_advisory_days": 66
},
{
"name": "tornado",
"direct": false,
"version": "6.5.5",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.7,
"advisory_ids": [
"GHSA-3x9g-8vmp-wqvf",
"GHSA-cx3h-4qpv-8hc9",
"GHSA-mgf9-4vpg-hj56",
"GHSA-pw6j-qg29-8w7f",
"PYSEC-2026-3387",
"PYSEC-2026-3388",
"PYSEC-2026-3389"
],
"fixed_version": "6.5.7",
"advisory_count": 7,
"oldest_advisory_days": 45
},
{
"name": "urllib3",
"direct": false,
"version": "2.6.3",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-mf9v-mfxr-j63j",
"GHSA-qccp-gfcp-xxvc",
"PYSEC-2026-141",
"PYSEC-2026-142"
],
"fixed_version": "2.7.0",
"advisory_count": 4,
"oldest_advisory_days": 77
},
{
"name": "bleach",
"direct": false,
"version": "6.3.0",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.1,
"advisory_ids": [
"GHSA-8rfp-98v4-mmr6",
"GHSA-g75f-g53v-794x",
"GHSA-gj48-438w-jh9v"
],
"fixed_version": "6.4.0",
"advisory_count": 3,
"oldest_advisory_days": 41
},
{
"name": "idna",
"direct": false,
"version": "3.11",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 5.3,
"advisory_ids": [
"GHSA-65pc-fj4g-8rjx",
"PYSEC-2026-215"
],
"fixed_version": "3.15",
"advisory_count": 2,
"oldest_advisory_days": 69
},
{
"name": "nbconvert",
"direct": false,
"version": "7.17.0",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.5,
"advisory_ids": [
"GHSA-4c99-qj7h-p3vg",
"GHSA-7jqv-fw35-gmx9",
"PYSEC-2026-2229",
"PYSEC-2026-2230"
],
"fixed_version": "7.17.1",
"advisory_count": 4,
"oldest_advisory_days": 98
},
{
"name": "pytest",
"direct": false,
"version": "9.0.2",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.8,
"advisory_ids": [
"GHSA-6w46-j5rx-g56g",
"PYSEC-2026-1845"
],
"fixed_version": "9.0.3",
"advisory_count": 2,
"oldest_advisory_days": 187
},
{
"name": "requests",
"direct": false,
"version": "2.32.5",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 5.5,
"advisory_ids": [
"GHSA-gc5v-m9x4-r6x2",
"PYSEC-2026-2275"
],
"fixed_version": "2.33.0",
"advisory_count": 2,
"oldest_advisory_days": 124
},
{
"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": "pygments",
"direct": false,
"version": "2.19.2",
"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": 9,
"critical": 3,
"moderate": 6
},
"advisory_count": 155,
"affected_count": 19,
"assessed_count": 239,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 22,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "diffrax",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.7.2"
},
{
"name": "distrax",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.1.9"
},
{
"name": "blackjax",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.3"
},
{
"name": "dm-haiku",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.0.16"
},
{
"name": "einops",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.8.2"
},
{
"name": "optax",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.2.8"
},
{
"name": "surjectors",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.3.3"
},
{
"name": "tqdm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.64.1"
},
{
"name": "jaxlib",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.10.1"
},
{
"name": "jax",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.10.1"
},
{
"name": "grain",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.2.16"
},
{
"name": "tfp-nightly",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.26.0.dev20260318"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "blackjax",
"direct": true,
"version": "1.3",
"ecosystem": "pypi"
},
{
"name": "diffrax",
"direct": true,
"version": "0.7.2",
"ecosystem": "pypi"
},
{
"name": "distrax",
"direct": true,
"version": "0.1.9",
"ecosystem": "pypi"
},
{
"name": "dm-haiku",
"direct": true,
"version": "0.0.16",
"ecosystem": "pypi"
},
{
"name": "einops",
"direct": true,
"version": "0.8.2",
"ecosystem": "pypi"
},
{
"name": "grain",
"direct": true,
"version": "0.2.16",
"ecosystem": "pypi"
},
{
"name": "jax",
"direct": true,
"version": "0.10.2",
"ecosystem": "pypi"
},
{
"name": "jaxlib",
"direct": true,
"version": "0.10.2",
"ecosystem": "pypi"
},
{
"name": "optax",
"direct": true,
"version": "0.2.8",
"ecosystem": "pypi"
},
{
"name": "surjectors",
"direct": true,
"version": "0.3.3",
"ecosystem": "pypi"
},
{
"name": "tfp-nightly",
"direct": true,
"version": "0.26.0.dev20260318",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": "4.67.3",
"ecosystem": "pypi"
},
{
"name": "absl-py",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "accessible-pygments",
"direct": false,
"version": "0.0.5",
"ecosystem": "pypi"
},
{
"name": "alabaster",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.12.1",
"ecosystem": "pypi"
},
{
"name": "appnope",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "apsw",
"direct": false,
"version": "3.51.3.0",
"ecosystem": "pypi"
},
{
"name": "apswutils",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "argon2-cffi-bindings",
"direct": false,
"version": "25.1.0",
"ecosystem": "pypi"
},
{
"name": "array-api-compat",
"direct": false,
"version": "1.15.0",
"ecosystem": "pypi"
},
{
"name": "array-api-extra",
"direct": false,
"version": "0.11.0",
"ecosystem": "pypi"
},
{
"name": "array-record",
"direct": false,
"version": "0.8.3",
"ecosystem": "pypi"
},
{
"name": "arrow",
"direct": false,
"version": "1.2.3",
"ecosystem": "pypi"
},
{
"name": "ast-serialize",
"direct": false,
"version": "0.5.0",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "async-lru",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "25.4.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.14.3",
"ecosystem": "pypi"
},
{
"name": "bleach",
"direct": false,
"version": "6.3.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.2.25",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "cfgv",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.6",
"ecosystem": "pypi"
},
{
"name": "chex",
"direct": false,
"version": "0.1.90",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.1.3",
"ecosystem": "pypi"
},
{
"name": "cloudpickle",
"direct": false,
"version": "3.1.2",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "comm",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.13.5",
"ecosystem": "pypi"
},
{
"name": "cycler",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "debugpy",
"direct": false,
"version": "1.8.20",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.2.1",
"ecosystem": "pypi"
},
{
"name": "defusedxml",
"direct": false,
"version": "0.7.1",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.4.0",
"ecosystem": "pypi"
},
{
"name": "dm-tree",
"direct": false,
"version": "0.1.8",
"ecosystem": "pypi"
},
{
"name": "dm-tree",
"direct": false,
"version": "0.1.9",
"ecosystem": "pypi"
},
{
"name": "docstring-inheritance",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "docutils",
"direct": false,
"version": "0.22.4",
"ecosystem": "pypi"
},
{
"name": "edfio",
"direct": false,
"version": "0.4.13",
"ecosystem": "pypi"
},
{
"name": "edflib-python",
"direct": false,
"version": "1.0.8",
"ecosystem": "pypi"
},
{
"name": "equinox",
"direct": false,
"version": "0.13.6",
"ecosystem": "pypi"
},
{
"name": "etils",
"direct": false,
"version": "1.14.0",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "fastcore",
"direct": false,
"version": "1.12.26",
"ecosystem": "pypi"
},
{
"name": "fastjsonschema",
"direct": false,
"version": "2.21.2",
"ecosystem": "pypi"
},
{
"name": "fastlite",
"direct": false,
"version": "0.2.4",
"ecosystem": "pypi"
},
{
"name": "fastprogress",
"direct": false,
"version": "1.1.5",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.25.2",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.62.1",
"ecosystem": "pypi"
},
{
"name": "fqdn",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2026.2.0",
"ecosystem": "pypi"
},
{
"name": "gast",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "gitlint",
"direct": false,
"version": "0.19.1",
"ecosystem": "pypi"
},
{
"name": "gitlint-core",
"direct": false,
"version": "0.19.1",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "h5py",
"direct": false,
"version": "3.16.0",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httptools",
"direct": false,
"version": "0.7.1",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "identify",
"direct": false,
"version": "2.6.18",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.11",
"ecosystem": "pypi"
},
{
"name": "imagesize",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "7.2.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "9.11.0",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "ipywidgets",
"direct": false,
"version": "8.1.8",
"ecosystem": "pypi"
},
{
"name": "isoduration",
"direct": false,
"version": "20.11.0",
"ecosystem": "pypi"
},
{
"name": "itsdangerous",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "jaxopt",
"direct": false,
"version": "0.8.3",
"ecosystem": "pypi"
},
{
"name": "jaxtyping",
"direct": false,
"version": "0.3.9",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.19.2",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "jmp",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "joblib",
"direct": false,
"version": "1.5.3",
"ecosystem": "pypi"
},
{
"name": "jrnmm",
"direct": false,
"version": "0.1.1.post2",
"ecosystem": "pypi"
},
{
"name": "json5",
"direct": false,
"version": "0.13.0",
"ecosystem": "pypi"
},
{
"name": "jsonpointer",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": false,
"version": "4.26.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-specifications",
"direct": false,
"version": "2025.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.8.0",
"ecosystem": "pypi"
},
{
"name": "jupyter-console",
"direct": false,
"version": "6.6.3",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-events",
"direct": false,
"version": "0.12.0",
"ecosystem": "pypi"
},
{
"name": "jupyter-lsp",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "jupyter-server",
"direct": false,
"version": "2.17.0",
"ecosystem": "pypi"
},
{
"name": "jupyter-server-terminals",
"direct": false,
"version": "0.5.4",
"ecosystem": "pypi"
},
{
"name": "jupyterlab",
"direct": false,
"version": "4.5.6",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-pygments",
"direct": false,
"version": "0.3.0",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-server",
"direct": false,
"version": "2.28.0",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-widgets",
"direct": false,
"version": "3.0.16",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "lark",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "latexcodec",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "lazy-loader",
"direct": false,
"version": "0.5",
"ecosystem": "pypi"
},
{
"name": "librt",
"direct": false,
"version": "0.11.0",
"ecosystem": "pypi"
},
{
"name": "lineax",
"direct": false,
"version": "0.0.8",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": "3.10.8",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.2.1",
"ecosystem": "pypi"
},
{
"name": "memory-profiler",
"direct": false,
"version": "0.61.0",
"ecosystem": "pypi"
},
{
"name": "mistune",
"direct": false,
"version": "3.2.0",
"ecosystem": "pypi"
},
{
"name": "ml-dtypes",
"direct": false,
"version": "0.5.4",
"ecosystem": "pypi"
},
{
"name": "mne",
"direct": false,
"version": "1.12.1",
"ecosystem": "pypi"
},
{
"name": "mne-bids",
"direct": false,
"version": "0.19.0",
"ecosystem": "pypi"
},
{
"name": "moabb",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "mypy",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "mypy-extensions",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "nbclient",
"direct": false,
"version": "0.10.4",
"ecosystem": "pypi"
},
{
"name": "nbconvert",
"direct": false,
"version": "7.17.0",
"ecosystem": "pypi"
},
{
"name": "nbformat",
"direct": false,
"version": "5.10.4",
"ecosystem": "pypi"
},
{
"name": "nbsphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "nbsphinx",
"direct": false,
"version": "0.9.8",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.10.0",
"ecosystem": "pypi"
},
{
"name": "notebook",
"direct": false,
"version": "7.5.5",
"ecosystem": "pypi"
},
{
"name": "notebook-shim",
"direct": false,
"version": "0.2.4",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": false,
"version": "2.4.3",
"ecosystem": "pypi"
},
{
"name": "oauthlib",
"direct": false,
"version": "3.3.1",
"ecosystem": "pypi"
},
{
"name": "opt-einsum",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "optimistix",
"direct": false,
"version": "0.1.0",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.0",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "2.3.3",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "pandocfilters",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.6",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pexpect",
"direct": false,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "12.1.1",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.9.4",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "pooch",
"direct": false,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "pre-commit",
"direct": false,
"version": "4.5.1",
"ecosystem": "pypi"
},
{
"name": "prometheus-client",
"direct": false,
"version": "0.24.1",
"ecosystem": "pypi"
},
{
"name": "prompt-toolkit",
"direct": false,
"version": "3.0.52",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": "7.34.0",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "ptyprocess",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "pure-eval",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "pybtex",
"direct": false,
"version": "0.25.1",
"ecosystem": "pypi"
},
{
"name": "pybtex-docutils",
"direct": false,
"version": "1.0.3",
"ecosystem": "pypi"
},
{
"name": "pybv",
"direct": false,
"version": "0.8.1",
"ecosystem": "pypi"
},
{
"name": "pycountry",
"direct": false,
"version": "26.2.16",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pydata-sphinx-theme",
"direct": false,
"version": "0.16.1",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.19.2",
"ecosystem": "pypi"
},
{
"name": "pymatreader",
"direct": false,
"version": "1.2.3",
"ecosystem": "pypi"
},
{
"name": "pyparsing",
"direct": false,
"version": "3.3.2",
"ecosystem": "pypi"
},
{
"name": "pyriemann",
"direct": false,
"version": "0.12",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.0.2",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.0.0",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.1.3",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "python-fasthtml",
"direct": false,
"version": "0.12.50",
"ecosystem": "pypi"
},
{
"name": "python-json-logger",
"direct": false,
"version": "4.0.0",
"ecosystem": "pypi"
},
{
"name": "python-multipart",
"direct": false,
"version": "0.0.22",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2026.1.post1",
"ecosystem": "pypi"
},
{
"name": "pywinpty",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "27.1.0",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.37.0",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.32.5",
"ecosystem": "pypi"
},
{
"name": "rfc3339-validator",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "rfc3986-validator",
"direct": false,
"version": "0.1.1",
"ecosystem": "pypi"
},
{
"name": "rfc3987-syntax",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "roman-numerals",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "0.30.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.20",
"ecosystem": "pypi"
},
{
"name": "sabc",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": "1.17.1",
"ecosystem": "pypi"
},
{
"name": "seaborn",
"direct": false,
"version": "0.13.2",
"ecosystem": "pypi"
},
{
"name": "send2trash",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "session-info",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "session-info",
"direct": false,
"version": "1.0.1",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.1",
"ecosystem": "pypi"
},
{
"name": "sh",
"direct": false,
"version": "1.14.3",
"ecosystem": "pypi"
},
{
"name": "simulated-annealing-abc",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "snowballstemmer",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "soupsieve",
"direct": false,
"version": "2.8.3",
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": "9.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinx-autobuild",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-autobuild",
"direct": false,
"version": "2025.8.25",
"ecosystem": "pypi"
},
{
"name": "sphinx-autodoc-typehints",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-autodoc-typehints",
"direct": false,
"version": "3.9.8",
"ecosystem": "pypi"
},
{
"name": "sphinx-book-theme",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-book-theme",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinx-copybutton",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-copybutton",
"direct": false,
"version": "0.5.2",
"ecosystem": "pypi"
},
{
"name": "sphinx-design",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-design",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "sphinx-fontawesome",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-fontawesome",
"direct": false,
"version": "0.0.6",
"ecosystem": "pypi"
},
{
"name": "sphinx-gallery",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-gallery",
"direct": false,
"version": "0.20.0",
"ecosystem": "pypi"
},
{
"name": "sphinx-math-dollar",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinx-math-dollar",
"direct": false,
"version": "1.3",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-applehelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-bibtex",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-bibtex",
"direct": false,
"version": "2.6.5",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-devhelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-fulltoc",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-fulltoc",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-htmlhelp",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-jsmath",
"direct": false,
"version": "1.0.1",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-mermaid",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-mermaid",
"direct": false,
"version": "2.0.2",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-qthelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-serializinghtml",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "0.52.1",
"ecosystem": "pypi"
},
{
"name": "stdlib-list",
"direct": false,
"version": "0.12.0",
"ecosystem": "pypi"
},
{
"name": "tabulate",
"direct": false,
"version": "0.10.0",
"ecosystem": "pypi"
},
{
"name": "terminado",
"direct": false,
"version": "0.18.1",
"ecosystem": "pypi"
},
{
"name": "threadpoolctl",
"direct": false,
"version": "3.6.0",
"ecosystem": "pypi"
},
{
"name": "tinycss2",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "toolz",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": "6.5.5",
"ecosystem": "pypi"
},
{
"name": "traitlets",
"direct": false,
"version": "5.14.3",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2025.3",
"ecosystem": "pypi"
},
{
"name": "uri-template",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.6.3",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.42.0",
"ecosystem": "pypi"
},
{
"name": "uvloop",
"direct": false,
"version": "0.22.1",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "21.2.0",
"ecosystem": "pypi"
},
{
"name": "wadler-lindig",
"direct": false,
"version": "0.1.7",
"ecosystem": "pypi"
},
{
"name": "watchfiles",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "webcolors",
"direct": false,
"version": "25.10.0",
"ecosystem": "pypi"
},
{
"name": "webencodings",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "websocket-client",
"direct": false,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "16.0",
"ecosystem": "pypi"
},
{
"name": "widgetsnbextension",
"direct": false,
"version": "4.0.15",
"ecosystem": "pypi"
},
{
"name": "wrapt",
"direct": false,
"version": "2.1.2",
"ecosystem": "pypi"
},
{
"name": "xmltodict",
"direct": false,
"version": "1.0.4",
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": "3.23.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 261,
"direct_count": 12,
"indirect_count": 249
}
},
"maintainership": {
"issues": {
"open_prs": 1,
"merged_prs": 47,
"open_issues": 3,
"closed_ratio": 0.833,
"closed_issues": 15,
"closed_unmerged_prs": 3
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "dirmeier",
"commits": 79,
"avatar_url": "https://avatars.githubusercontent.com/u/16086606?v=4"
},
{
"type": "User",
"login": "bruno-f-cruz",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/7049351?v=4"
},
{
"type": "User",
"login": "lauradriscoll",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/9448438?v=4"
}
],
"contributors_sampled": 3,
"top_contributor_share": 0.975
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yaml",
"release.yaml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"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": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 3,
"reason": "7 out of 18 merged PRs checked by a CI test -- score normalized to 3",
"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": 1,
"reason": "Found 2/19 approved changesets -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 8 contributing companies or organizations",
"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": "18 commit(s) and 1 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": 10,
"reason": "packaging workflow 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": "SAST tool is not run on all commits -- score normalized to 0",
"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": "81 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "fafd90ff694ef9ee0a7fe18d3dedd320dece40b6",
"ran_at": "2026-07-28T08:19:39Z",
"aggregate_score": 4.1,
"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": "2026-07-04T22:35:29Z",
"oldest_open_prs": [
{
"number": 63,
"created_at": "2026-03-19T19:32:56Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-07-04T22:34:32Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 43,
"created_at": "2024-08-14T07:28:22Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 53,
"created_at": "2025-01-15T09:49:48Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 69,
"created_at": "2026-07-01T20:06:46Z",
"last_comment_at": null,
"last_comment_author": null
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/dirmeier/sbijax",
"host": "github.com",
"name": "sbijax",
"owner": "dirmeier"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 63,
"inputs": {
"security": 53,
"vitality": 67,
"community": 46,
"governance": 62,
"engineering": 84
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 67,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"commits_last_year": 24,
"human_commit_share": 1,
"days_since_last_push": 23,
"active_weeks_last_year": 5
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 23 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 23
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "5/52 weeks with commits",
"points": 3.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 5
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "24 commits in the last year",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 24
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "18 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"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": 84,
"inputs": {
"releases_count": 9,
"latest_release_tag": "v0.4.0",
"releases_from_tags": false,
"days_since_latest_release": 23,
"mean_days_between_releases": 134
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "9 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 9
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 23 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 23
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~134 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 134
}
}
],
"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": 23,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 23 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 23
}
}
],
"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": 46,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "at_risk",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 35,
"inputs": {
"forks": 6,
"stars": 52,
"watchers": 3,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "52 stars",
"points": 27.7,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 52
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "6 forks",
"points": 5.8,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 6
}
}
],
"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
}
]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 56,
"inputs": {
"packages": [
"sbijax"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 2227
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "2,227 downloads/month across pypi",
"points": 44.6,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 2227,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 62,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 24,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 3,
"top_contributor_share": 0.975
},
"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 98% of commits",
"points": 0.6,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 98
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "3 contributors",
"points": 4.1,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 3
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 76,
"inputs": {
"merged_prs": 47,
"open_issues": 3,
"closed_issues": 15,
"issue_closed_ratio": 0.833,
"closed_unmerged_prs": 3
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "83% of issues closed",
"points": 38.9,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 83
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "47/50 decided PRs merged",
"points": 36,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 47,
"decided": 50
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 2/19 approved changesets -- score normalized to 1",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 62,
"inputs": {
"followers": 143,
"owner_type": "User",
"is_verified": null,
"owner_login": "dirmeier",
"public_repos": 43,
"account_age_days": 3892
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "143 followers of dirmeier",
"points": 15.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 143,
"login": "dirmeier"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "43 public repos, account ~10 yr old",
"points": 24,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 43
}
},
{
"code": "account_age_years",
"params": {
"years": 10
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"sbijax"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 23
},
"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 23 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 23
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "10 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 10
}
}
],
"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": 84,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"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": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"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": "7 out of 18 merged PRs checked by a CI test -- score normalized to 3",
"points": 6,
"status": "partial",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"abc",
"approximate-bayesian-computation",
"python",
"simulation-based-inference",
"sbi"
],
"has_wiki": false,
"homepage": "https://sbijax.rtfd.io",
"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://sbijax.rtfd.io",
"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": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"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": "moderate",
"name": "Security",
"value": 53,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 41,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.1
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "7 out of 18 merged PRs checked by a CI test -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"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 2/19 approved changesets -- score normalized to 1",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 2.5,
"status": "met",
"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": "18 commit(s) and 1 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 detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"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": "81 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 239 resolved dependencies against OSV; 22 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"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": 239
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 22
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 155,
"affected_packages": 19,
"assessed_packages": 239,
"unassessed_packages": 22,
"affected_by_severity": "critical 3, high 9, 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": 239,
"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": 6
},
"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": "moderate",
"name": "AI Readiness",
"value": 63,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 82,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.691,
"agent_instruction_files": [
".claude/CLAUDE.md"
],
"agent_instruction_max_bytes": 3914
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".claude/CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".claude/CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "56 of 81 human commits state their intent (structured subject or explanatory body)",
"points": 36.9,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 56,
"sampled": 81
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
}
}
],
"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": 11,
"status": "met",
"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 81",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 81
}
}
],
"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": 15890,
"source_files_sampled": 130,
"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": "0/130 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 130,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"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": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"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"
],
"report_type": "repository",
"generated_at": "2026-07-28T08:20:00.076275Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dirmeier/sbijax.svg",
"full_name": "dirmeier/sbijax",
"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.