Öffentliches RegisterMittel
Software-GesundheitsberichtSchema 0.17.0 · Metriken 1.13.0 · 2026-07-21 04:42 UTC
PriorLabs / tabpfn_common_utils
Shared Python utilities used across the TabPFN ecosystem — data helpers, regression result handling, cost estimation, and optional telemetry.
PriorLabs/tabpfn_common_utils erreicht einen Gesundheitsindex von 66 von 100 und liegt damit im Bereich Mittel. Am stärksten schneidet es bei Vitality (81/100) ab, am schwächsten bei Community & Adoption (29/100). Zuletzt vor 28 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
66
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.
66
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
Prior LabsOrganisation
380 Follower11 öffentliche Reposseit Sept. 2023
Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.
Paket-Ökosysteme
| Registry | Paket | Version | Downloads / Monat | Versionen | Zuletzt veröffentlicht | Tags |
|---|---|---|---|---|---|---|
| PyPI | tabpfn-common-utils | 0.2.23 | - | 31 | vor 28 Tagen | machine-learningtabpfnutilities |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
81
Wie die Bewertung erfolgt
| 28.8/36 | Push-Aktualität — letzter Push vor 28 Tagen |
| 18/36 | Commit-Rhythmus — 26/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 223 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 223 |
| human_commit_share | — |
| days_since_last_push | 28 |
| active_weeks_last_year | 26 |
Release-Disziplin
90Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 6 Releases veröffentlicht |
| 27/36 | Release-Aktualität — letztes Release vor 157 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 16,8 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 6 |
| latest_release_tag | v0.2.16 |
| releases_from_tags | nein |
| days_since_latest_release | 157 |
| mean_days_between_releases | 16,8 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
29
Popularität & Verbreitung
4Kritisch
Wie die Bewertung erfolgt
| 0/60 | Stars — 0 Stars |
| 4/25 | Forks — 4 Forks |
| 0/15 | Watcher — 2 Watcher |
Verwendete Eingangsdaten
| forks | 4 |
| stars | 0 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
57Mittel
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 |
| 6.3/6.3 | 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 | ja |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
68
Maintainer-Resilienz (Bus-Faktor)
36Gefährdet
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 7.1/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 69 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 14 Beitragende |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 14 |
| top_contributor_share | 0,686 |
Reaktionsfähigkeit bei Issues & PRs
88Exzellent
Wie die Bewertung erfolgt
| 46.8/46.8 | Issue-Lösungsquote — 100 % der Issues geschlossen |
| 34.7/38.3 | PR-Annahme — 69/76 entschiedene PRs gemergt |
| 6/15 | OpenSSF Scorecard: Code-Review — Found 4/9 approved changesets -- score normalized to 4 |
Verwendete Eingangsdaten
| merged_prs | 69 |
| open_issues | 0 |
| closed_issues | 1 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 7 |
Eigentümerschaft & Trägerschaft
62Mittel
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 18.6/25 | Reichweite des Inhabers — 380 Follower von PriorLabs |
| 13.6/25 | Kontohistorie — 11 öffentliche Repos, Kontoalter ca. 2 Jahre |
Verwendete Eingangsdaten
| followers | 380 |
| owner_type | Organization |
| is_verified | — |
| owner_login | PriorLabs |
| public_repos | 11 |
| account_age_days | 1.047 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 28 Tagen |
| 20/20 | Versionshistorie — 31 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | tabpfn-common-utils |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 28 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
76
Engineering-Praktiken
94Exzellent
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 |
| 20/20 | OpenSSF Scorecard: CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
Verwendete Eingangsdaten
| has_ci | ja |
| has_tests | ja |
| has_editorconfig | nein |
| has_linter_config | ja |
| has_precommit_config | ja |
Dokumentation
50Mittel
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 0/15 | Dokumentations-/Homepage-Site |
| 10/10 | Repository-Beschreibung |
| 0/10 | Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | — |
| has_wiki | ja |
| homepage | — |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
69
Sicherheitslage
61Mittel
Wie die Bewertung erfolgt
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — keine Daten |
| 2.5/2.5 | CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 3/7.5 | Code-Review — Found 4/9 approved changesets -- score normalized to 4 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 1/5 | SAST — SAST tool is not run on all commits -- score normalized to 2 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 1.5/7.5 | Vulnerabilities — 8 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6,1 |
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 |
| 25/25 | Indirekte Abhängigkeiten ohne bekannte Advisories — keine indirekte Abhängigkeit trägt ein bekanntes Advisory |
| 0/40 | Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum |
Verwendete Eingangsdaten
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 21 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. Abgeglichen wurde die Laufzeit-Abhängigkeitshülle von pypi:tabpfn-common-utils@0.2.23 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 21 Paketen. 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.
46
AI-Agentenkontext & Leitlinien
1Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 0/40 | Lesbare Commit-Historie — keine Daten |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 11/11 | Statische Typprüfung — src/tabpfn_common_utils/py.typed |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | src/tabpfn_common_utils/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (src/tabpfn_common_utils/py.typed) |
| 55/55 | Handhabbare Dateigrößen — 0/26 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 17.783 |
| source_files_sampled | 26 |
| oversized_source_files | 0 |
Eckdaten
0GitHub-Sterne
14Mitwirkende
223Commits, letzte 12 Monate
28Tage seit letztem Push
6Releases
1Bus-Faktor
0offene Issues
PyPIPaket-Ökosysteme
Weitere Details
OpenSSF Scorecard 6.1 / 10
6.1Gesamtwert
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 |
| 10 | CI-Tests | 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 4 | Code-Review | Found 4/9 approved changesets -- score normalized to 4 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 2 | SAST | SAST tool is not run on all commits -- score normalized to 2 |
| 10 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 2 | Vulnerabilities | 8 existing vulnerabilities detected |
Direkte Abhängigkeiten 9
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | numpy | >=1.21.6 | pyproject.toml |
| PyPI | pandas | >=1.4.0 | pyproject.toml |
| PyPI | scikit-learn | >=1.2.0 | pyproject.toml |
| PyPI | typing-extensions | >=4.12 | pyproject.toml |
| PyPI | posthog | >=6.7 | pyproject.toml |
| PyPI | platformdirs | >=4 | pyproject.toml |
| PyPI | filelock | >=3.19.1 | pyproject.toml |
| PyPI | requests | >=2.32.5 | pyproject.toml |
| PyPI | nvidia-ml-py | >=13.590.48 | pyproject.toml |
Alle Abhängigkeiten 68
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 9 direkte und 59 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | filelock | 3.19.1 | direkt |
| PyPI | numpy | 2.0.2 | direkt |
| PyPI | nvidia-ml-py | 13.595.45 | direkt |
| PyPI | pandas | 2.3.3 | direkt |
| PyPI | platformdirs | 4.4.0 | direkt |
| PyPI | posthog | 6.9.3 | direkt |
| PyPI | requests | 2.32.5 | direkt |
| PyPI | scikit-learn | 1.6.1 | direkt |
| PyPI | typing-extensions | 4.15.0 | direkt |
| PyPI | backoff | 2.2.1 | indirekt |
| PyPI | backports-tarfile | 1.2.0 | indirekt |
| PyPI | build | 1.4.3 | indirekt |
| PyPI | certifi | 2026.2.25 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | charset-normalizer | 3.4.7 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | coverage | 7.10.7 | indirekt |
| PyPI | cryptography | 46.0.7 | indirekt |
| PyPI | distro | 1.9.0 | indirekt |
| PyPI | docutils | 0.22.4 | indirekt |
| PyPI | exceptiongroup | 1.3.1 | indirekt |
| PyPI | hatch-vcs | 0.5.0 | indirekt |
| PyPI | hatchling | 1.27.0 | indirekt |
| PyPI | id | 1.6.1 | indirekt |
| PyPI | idna | 3.15 | indirekt |
| PyPI | importlib-metadata | 8.7.1 | indirekt |
| PyPI | iniconfig | 2.1.0 | indirekt |
| PyPI | jaraco-classes | 3.4.0 | indirekt |
| PyPI | jaraco-context | 6.1.1 | indirekt |
| PyPI | jaraco-functools | 4.4.0 | indirekt |
| PyPI | jeepney | 0.9.0 | indirekt |
| PyPI | joblib | 1.5.3 | indirekt |
| PyPI | keyring | 25.7.0 | indirekt |
| PyPI | markdown-it-py | 3.0.0 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | more-itertools | 10.8.0 | indirekt |
| PyPI | nh3 | 0.3.4 | indirekt |
| PyPI | nodeenv | 1.10.0 | indirekt |
| PyPI | packaging | 26.0 | indirekt |
| PyPI | pathspec | 1.0.4 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | pycparser | 2.23 | indirekt |
| PyPI | pygments | 2.20.0 | indirekt |
| PyPI | pyproject-hooks | 1.2.0 | indirekt |
| PyPI | pyright | 1.1.408 | indirekt |
| PyPI | pytest | 8.4.2 | indirekt |
| PyPI | pytest-cov | 7.1.0 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | pytz | 2026.1.post1 | indirekt |
| PyPI | pywin32-ctypes | 0.2.3 | indirekt |
| PyPI | readme-renderer | 44.0 | indirekt |
| PyPI | requests-toolbelt | 1.0.0 | indirekt |
| PyPI | rfc3986 | 2.0.0 | indirekt |
| PyPI | rich | 15.0.0 | indirekt |
| PyPI | ruff | 0.15.10 | indirekt |
| PyPI | scipy | 1.13.1 | indirekt |
| PyPI | secretstorage | 3.3.3 | indirekt |
| PyPI | setuptools | 82.0.1 | indirekt |
| PyPI | setuptools-scm | 9.2.2 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | threadpoolctl | 3.6.0 | indirekt |
| PyPI | tomli | 2.4.1 | indirekt |
| PyPI | trove-classifiers | 2026.1.14.14 | indirekt |
| PyPI | twine | 6.2.0 | indirekt |
| PyPI | tzdata | 2026.1 | indirekt |
| PyPI | urllib3 | 2.6.3 | indirekt |
| PyPI | vcs-versioning | 1.1.1 | indirekt |
| PyPI | zipp | 3.23.1 | indirekt |
Abhängigkeits-Advisories 0
Die Installation von pypi:tabpfn-common-utils@0.2.23 zieht 21 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.
Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.
Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.
JSON-Rohbericht maschinenlesbar
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}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 v0.17.0 — vollständige Methodik · Metriken-Wiki.
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