Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.23.0 · Metriken 1.13.0 · 2026-07-21 21:22 UTC
saezlab / liana-py
LIANA+: an all-in-one framework for cell-cell communication
saezlab/liana-py erreicht einen Gesundheitsindex von 74 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei AI Readiness (38/100). Zuletzt vor 5 Tagen aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
74
gesamt / 100Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
74
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Eigentümerschaft
Saez LabOrganisation
487 Follower306 öffentliche Reposseit Nov. 2014
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 |
|---|---|---|---|---|---|
| PyPI | liana | 1.8.1 | - | 29 | vor 5 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
84
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 5 Tagen |
| 15.2/36 | Commit-Rhythmus — 22/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 181 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 181 |
| human_commit_share | 0,97 |
| days_since_last_push | 5 |
| active_weeks_last_year | 22 |
Release-Disziplin
92Exzellent
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 24 Releases veröffentlicht |
| 36/36 | Release-Aktualität — letztes Release vor 5 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 60,5 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 24 |
| latest_release_tag | v1.8.1 |
| releases_from_tags | nein |
| days_since_latest_release | 5 |
| mean_days_between_releases | 60,5 |
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?
61
Popularität & Verbreitung
53Mittel
Wie die Bewertung erfolgt
| 40.3/60 | Stars — 305 Stars |
| 12.7/25 | Forks — 34 Forks |
| 0/15 | Watcher — 1 Watcher |
Verwendete Eingangsdaten
| forks | 34 |
| stars | 305 |
| watchers | 1 |
| growth_state | organic |
| growth_factor_pct | 100 |
Community-Gesundheit
70Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (BSD-3-Clause) |
| 18/18 | 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 | ja |
| has_issue_template | nein |
| has_code_of_conduct | nein |
| has_pull_request_template | nein |
Nachhaltigkeit & Governance
Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?
68
Maintainer-Resilienz (Bus-Faktor)
41Gefährdet
Wie die Bewertung erfolgt
| 9/54 | Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab |
| 8.8/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 61 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 16 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 1 |
| contributors_sampled | 16 |
| top_contributor_share | 0,608 |
Wie die Bewertung erfolgt
| 39.7/46.8 | Issue-Lösungsquote — 85 % der Issues geschlossen |
| 27.5/38.3 | PR-Annahme — 46/64 entschiedene PRs gemergt |
| 3/15 | OpenSSF Scorecard: Code-Review — Found 2/7 approved changesets -- score normalized to 2 |
Verwendete Eingangsdaten
| merged_prs | 46 |
| open_issues | 27 |
| closed_issues | 153 |
| issue_closed_ratio | 0,85 |
| closed_unmerged_prs | 18 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 19.3/25 | Reichweite des Inhabers — 487 Follower von saezlab |
| 25/25 | Kontohistorie — 306 öffentliche Repos, Kontoalter ca. 11 Jahre |
Verwendete Eingangsdaten
| followers | 487 |
| owner_type | Organization |
| is_verified | — |
| owner_login | saezlab |
| public_repos | 306 |
| account_age_days | 4.254 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 5 Tagen |
| 20/20 | Versionshistorie — 29 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | liana |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 5 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
96
Engineering-Praktiken
94Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 3 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 — 4 out of 4 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
100Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — http://liana-py.readthedocs.io/ |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 7 Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | cell-cell-communication, ligand-receptor, python, single-cell, single-cell-rna-seq, spatial, spatialomics |
| has_wiki | ja |
| homepage | http://liana-py.readthedocs.io/ |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
54
Sicherheitslage
43Gefährdet
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 — 4 out of 4 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 |
| 1.5/7.5 | Code-Review — Found 2/7 approved changesets -- score normalized to 2 |
| 2.5/2.5 | Contributors — project has 15 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Lizenz — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 7 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 — 41 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4,3 |
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 | 75 |
| affected_packages | 13 |
| assessed_packages | 204 |
| unassessed_packages | 0 |
| affected_by_severity | critical 2, high 6, moderate 4, 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. 204 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.
AI Readiness
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
38
AI-Agentenkontext & Leitlinien
7Kritisch
Wie die Bewertung erfolgt
| 0/45 | Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln |
| 0/15 | Maschinenlesbare Doku (llms.txt) |
| 6.6/40 | Lesbare Commit-Historie — 12 von 97 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text) |
Verwendete Eingangsdaten
| has_llms_txt | nein |
| legible_history_share | 0,124 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Wie die Bewertung erfolgt
| 0/18 | Bootstrap mit einem Befehl |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — lockfile |
| 10/10 | Belegte Agentenpraxis — 10 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben |
| 0/8 | Automatisierte Wartung — keine automatisierten Abhängigkeits-Updates beobachtet |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | nein |
| typed_language | nein |
| bootstrap_files | — |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | — |
| agent_commit_share | 0,1 |
| 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 — 0/106 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 30.684 |
| source_files_sampled | 106 |
| 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 — notebooks |
Verwendete Eingangsdaten
| example_dirs | notebooks |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
305GitHub-Sterne
16Mitwirkende
181Commits, letzte 12 Monate
5Tage seit letztem Push
24Releases
1Bus-Faktor
27offene Issues
PyPIPaket-Ökosysteme
Warnungen zur Datenerhebung
- deps.dev does not index pypi:liana@1.8.1; advisories assessed against the repository dependency graph instead
Weitere Details
Stern- und Fork-Verlauf 305 ★ / 34 ⇿
305Sterne
34Forks
23Releases
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 8Patch 12
Jeder Punkt umfasst 4 Tage.
OpenSSF Scorecard 4.3 / 10
4.3Gesamtwert
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 | 4 out of 4 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 |
| 2 | Code-Review | Found 2/7 approved changesets -- score normalized to 2 |
| 10 | Contributors | project has 15 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 7 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 | 41 existing vulnerabilities detected |
Direkte Abhängigkeiten 9
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | anndata | >=0.7.4 | pyproject.toml |
| PyPI | mudata | — | pyproject.toml |
| PyPI | scanpy | — | pyproject.toml |
| PyPI | numba | — | pyproject.toml |
| PyPI | tqdm | >=4.0 | pyproject.toml |
| PyPI | docrep | >=0.3.1 | pyproject.toml |
| PyPI | plotnine | >=0.10.1 | pyproject.toml |
| PyPI | session-info2 | — | pyproject.toml |
| PyPI | pandas | <3 | pyproject.toml |
Alle Abhängigkeiten 204
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 11 direkte und 193 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | anndata | 0.11.4 | direkt |
| PyPI | anndata | 0.12.7 | direkt |
| PyPI | docrep | 0.3.2 | direkt |
| PyPI | mudata | 0.3.2 | direkt |
| PyPI | numba | 0.63.1 | direkt |
| PyPI | pandas | 2.3.3 | direkt |
| PyPI | plotnine | 0.15.2 | direkt |
| PyPI | scanpy | 1.11.5 | direkt |
| PyPI | scanpy | 1.12 | direkt |
| PyPI | session-info2 | 0.3 | direkt |
| PyPI | tqdm | 4.67.1 | direkt |
| PyPI | accessible-pygments | 0.0.5 | indirekt |
| PyPI | adjusttext | 1.3.0 | indirekt |
| PyPI | alabaster | 1.0.0 | indirekt |
| PyPI | appnope | 0.1.4 | indirekt |
| PyPI | array-api-compat | 1.13.0 | indirekt |
| PyPI | asttokens | 3.0.1 | indirekt |
| PyPI | attrs | 25.4.0 | indirekt |
| PyPI | babel | 2.17.0 | indirekt |
| PyPI | backports-tarfile | 1.2.0 | indirekt |
| PyPI | beautifulsoup4 | 4.14.3 | indirekt |
| PyPI | bump2version | 1.0.1 | indirekt |
| PyPI | bumpversion | 0.6.0 | indirekt |
| PyPI | cell2cell | 0.8.4 | indirekt |
| PyPI | certifi | 2026.1.4 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | cfgv | 3.5.0 | indirekt |
| PyPI | charset-normalizer | 3.4.4 | indirekt |
| PyPI | click | 8.3.1 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | comm | 0.2.3 | indirekt |
| PyPI | contourpy | 1.3.2 | indirekt |
| PyPI | contourpy | 1.3.3 | indirekt |
| PyPI | corneto | 0.9.1a6 | indirekt |
| PyPI | coverage | 7.13.1 | indirekt |
| PyPI | cryptography | 46.0.3 | indirekt |
| PyPI | cvxpy-base | 1.7.5 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | debugpy | 1.8.19 | indirekt |
| PyPI | decorator | 5.2.1 | indirekt |
| PyPI | decoupler | 2.1.4 | indirekt |
| PyPI | distlib | 0.4.0 | indirekt |
| PyPI | docutils | 0.21.2 | indirekt |
| PyPI | donfig | 0.8.1.post1 | indirekt |
| PyPI | et-xmlfile | 2.0.0 | indirekt |
| PyPI | exceptiongroup | 1.3.1 | indirekt |
| PyPI | executing | 2.2.1 | indirekt |
| PyPI | fast-array-utils | 1.3.1 | indirekt |
| PyPI | fastjsonschema | 2.21.2 | indirekt |
| PyPI | filelock | 3.20.3 | indirekt |
| PyPI | fonttools | 4.61.1 | indirekt |
| PyPI | formulaic | 1.2.1 | indirekt |
| PyPI | formulaic-contrasts | 1.0.0 | indirekt |
| PyPI | google-crc32c | 1.8.0 | indirekt |
| PyPI | greenlet | 3.3.1 | indirekt |
| PyPI | gseapy | 1.1.11 | indirekt |
| PyPI | h5py | 3.15.1 | indirekt |
| PyPI | highspy | 1.12.0 | indirekt |
| PyPI | id | 1.5.0 | indirekt |
| PyPI | identify | 2.6.16 | indirekt |
| PyPI | idna | 3.11 | indirekt |
| PyPI | imagesize | 1.4.1 | indirekt |
| PyPI | importlib-metadata | 8.7.1 | indirekt |
| PyPI | inflect | 7.5.0 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | interface-meta | 1.3.0 | indirekt |
| PyPI | ipykernel | 7.1.0 | indirekt |
| PyPI | ipython | 8.38.0 | indirekt |
| PyPI | ipython | 9.9.0 | indirekt |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirekt |
| PyPI | jaraco-classes | 3.4.0 | indirekt |
| PyPI | jaraco-context | 6.1.0 | indirekt |
| PyPI | jaraco-functools | 4.4.0 | indirekt |
| PyPI | jedi | 0.19.2 | indirekt |
| PyPI | jeepney | 0.9.0 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | joblib | 1.5.3 | indirekt |
| PyPI | jsonschema | 4.26.0 | indirekt |
| PyPI | jsonschema-specifications | 2025.9.1 | indirekt |
| PyPI | jupyter-cache | 1.0.1 | indirekt |
| PyPI | jupyter-client | 8.8.0 | indirekt |
| PyPI | jupyter-core | 5.9.1 | indirekt |
| PyPI | keyring | 25.7.0 | indirekt |
| PyPI | kiwisolver | 1.4.9 | indirekt |
| PyPI | kneed | 0.8.5 | indirekt |
| PyPI | latexcodec | 3.0.1 | indirekt |
| PyPI | legacy-api-wrap | 1.5 | indirekt |
| PyPI | legendkit | 0.3.6 | indirekt |
| PyPI | liana | 1.7.1 | indirekt |
| PyPI | llvmlite | 0.46.0 | indirekt |
| PyPI | markdown-it-py | 3.0.0 | indirekt |
| PyPI | markdown-it-py | 4.0.0 | indirekt |
| PyPI | markupsafe | 3.0.3 | indirekt |
| PyPI | marsilea | 0.5.7 | indirekt |
| PyPI | matplotlib | 3.10.8 | indirekt |
| PyPI | matplotlib-inline | 0.2.1 | indirekt |
| PyPI | mdit-py-plugins | 0.5.0 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | mizani | 0.14.3 | indirekt |
| PyPI | mofapy2 | 0.7.3 | indirekt |
| PyPI | mofax | 0.3.7 | indirekt |
| PyPI | more-itertools | 10.8.0 | indirekt |
| PyPI | muon | 0.1.7 | indirekt |
| PyPI | myst-nb | 1.3.0 | indirekt |
| PyPI | myst-parser | 4.0.1 | indirekt |
| PyPI | myst-parser | 5.0.0 | indirekt |
| PyPI | narwhals | 2.15.0 | indirekt |
| PyPI | natsort | 8.4.0 | indirekt |
| PyPI | nbclient | 0.10.4 | indirekt |
| PyPI | nbformat | 5.10.4 | indirekt |
| PyPI | nest-asyncio | 1.6.0 | indirekt |
| PyPI | networkx | 3.4.2 | indirekt |
| PyPI | networkx | 3.6.1 | indirekt |
| PyPI | nh3 | 0.3.2 | indirekt |
| PyPI | nodeenv | 1.10.0 | indirekt |
| PyPI | numcodecs | 0.16.5 | indirekt |
| PyPI | numpy | 2.2.6 | indirekt |
| PyPI | numpy | 2.3.5 | indirekt |
| PyPI | omnipath | 1.0.12 | indirekt |
| PyPI | openpyxl | 3.1.5 | indirekt |
| PyPI | packaging | 26.0 | indirekt |
| PyPI | parso | 0.8.5 | indirekt |
| PyPI | patsy | 1.0.2 | indirekt |
| PyPI | pexpect | 4.9.0 | indirekt |
| PyPI | pillow | 12.1.0 | indirekt |
| PyPI | platformdirs | 4.5.1 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | pre-commit | 4.5.1 | indirekt |
| PyPI | prompt-toolkit | 3.0.52 | indirekt |
| PyPI | protobuf | 6.33.4 | indirekt |
| PyPI | psutil | 7.2.1 | indirekt |
| PyPI | ptyprocess | 0.7.0 | indirekt |
| PyPI | pure-eval | 0.2.3 | indirekt |
| PyPI | pyarrow | 23.0.0 | indirekt |
| PyPI | pybtex | 0.25.1 | indirekt |
| PyPI | pybtex-docutils | 1.0.3 | indirekt |
| PyPI | pycparser | 3.0 | indirekt |
| PyPI | pydata-sphinx-theme | 0.15.4 | indirekt |
| PyPI | pydeseq2 | 0.5.2 | indirekt |
| PyPI | pydeseq2 | 0.5.4 | indirekt |
| PyPI | pygments | 2.19.2 | indirekt |
| PyPI | pynndescent | 0.6.0 | indirekt |
| PyPI | pyparsing | 3.3.2 | indirekt |
| PyPI | pyscipopt | 5.7.1 | indirekt |
| PyPI | pytest | 9.0.2 | indirekt |
| PyPI | python-dateutil | 2.9.0.post0 | indirekt |
| PyPI | pytz | 2025.2 | indirekt |
| PyPI | pywin32-ctypes | 0.2.3 | indirekt |
| PyPI | pyyaml | 6.0.3 | indirekt |
| PyPI | pyzmq | 27.1.0 | indirekt |
| PyPI | readme-renderer | 44.0 | indirekt |
| PyPI | referencing | 0.37.0 | indirekt |
| PyPI | requests | 2.32.5 | indirekt |
| PyPI | requests-toolbelt | 1.0.0 | indirekt |
| PyPI | rfc3986 | 2.0.0 | indirekt |
| PyPI | rich | 14.2.0 | indirekt |
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| PyPI | scikit-learn | 1.7.2 | indirekt |
| PyPI | scikit-learn | 1.8.0 | indirekt |
| PyPI | scipy | 1.15.3 | indirekt |
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| PyPI | seaborn | 0.13.2 | indirekt |
| PyPI | secretstorage | 3.5.0 | indirekt |
| PyPI | session-info | 1.0.1 | indirekt |
| PyPI | setuptools | 80.10.1 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | snowballstemmer | 3.0.1 | indirekt |
| PyPI | soupsieve | 2.8.3 | indirekt |
| PyPI | sphinx | 8.1.3 | indirekt |
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| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirekt |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirekt |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirekt |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirekt |
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| PyPI | sqlalchemy | 2.0.46 | indirekt |
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Abhängigkeits-Advisories 13
Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 204 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 13 tragen bekannte Advisories, davon 0 direkte.
| Paket | Version | Beziehung | Schweregrad | Advisories | Behoben in |
|---|---|---|---|---|---|
| cryptography | 46.0.3 | indirekt | kritisch | 7 | 48.0.1 |
| pillow | 12.1.0 | indirekt | kritisch | 33 | 12.3.0 |
| click | 8.3.1 | indirekt | hoch | 1 | 8.3.3 |
| protobuf | 6.33.4 | indirekt | hoch | 2 | 6.33.5 |
| pyarrow | 23.0.0 | indirekt | hoch | 2 | 23.0.1 |
| soupsieve | 2.8.3 | indirekt | hoch | 4 | 2.8.4 |
| tornado | 6.5.4 | indirekt | hoch | 12 | 6.5.7 |
| urllib3 | 2.6.3 | indirekt | hoch | 4 | 2.7.0 |
| idna | 3.11 | indirekt | mittel | 2 | 3.15 |
| pytest | 9.0.2 | indirekt | mittel | 2 | 9.0.3 |
| requests | 2.32.5 | indirekt | mittel | 2 | 2.33.0 |
| setuptools | 80.10.1 | 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
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{
"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": "4 out of 4 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"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 2/7 approved changesets -- score normalized to 2",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 15 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": "30 commit(s) and 7 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",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "41 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 204 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
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{
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},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 204
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},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
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"advisories": 75,
"affected_packages": 13,
"assessed_packages": 204,
"unassessed_packages": 0,
"affected_by_severity": "critical 2, high 6, moderate 4, 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",
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"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",
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"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
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],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"packages": [],
"red_flag": false,
"assessed_packages": 204,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
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"key": "no_dependency_reported_as_a_malicious_package",
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"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
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"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
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"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
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"Iran",
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"review_only_matches": 0,
"assessed_self_published_locations": 19
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 38,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 7,
"inputs": {
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"legible_history_share": 0.124,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
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{
"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",
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"detail": "12 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 6.6,
"status": "partial",
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{
"code": "legible_history",
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}
],
"max_points": 40
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 53,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.1,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 18
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{
"key": "automated_tests",
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"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"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
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{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
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}
],
"max_points": 10
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{
"key": "demonstrated_agent_practice",
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"detail": "10 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 10,
"sampled": 100
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}
],
"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": 30684,
"source_files_sampled": 106,
"oversized_source_files": 0
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"components": [
{
"key": "type_checkable_code",
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"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": "0/106 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 106,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
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"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": []
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"components": [
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"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",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
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{
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"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "notebooks"
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}
],
"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": [
"deps.dev does not index pypi:liana@1.8.1; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-21T21:22:29.975173Z",
"schema_version": "0.23.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/saezlab/liana-py.svg",
"full_name": "saezlab/liana-py",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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 v0.23.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.