Öffentliches RegisterGut
Software-GesundheitsberichtSchema 0.17.0 · Metriken 1.13.0 · 2026-07-21 04:18 UTC
ibis-project / ibis
the portable Python dataframe library
ibis-project/ibis erreicht einen Gesundheitsindex von 84 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Community & Adoption (95/100) ab, am schwächsten bei AI Readiness (44/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
84
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.
84
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
Ibis ProjectOrganisation
306 Follower24 öffentliche Reposseit Apr. 2017
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 | ibis-framework | 12.0.0 | 2.973.144 | 166 | vor 163 Tagen | bigqueryclickhousedatabasedatafusionduckdbexpressionsimpalamssqlmysqlpandaspolarspostgresqlpyarrowpysparksinglestoredbsnowflakesqlsqlitetrino |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
88
Entwicklungsaktivität
92Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 27.7/36 | Commit-Rhythmus — 40/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 349 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 349 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 40 |
Release-Disziplin
81Gut
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 36 Releases veröffentlicht |
| 27/36 | Release-Aktualität — letztes Release vor 163 Tagen |
| 27/27 | Release-Rhythmus — ein Release etwa alle 37,9 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Verwendete Eingangsdaten
| releases_count | 36 |
| latest_release_tag | 12.0.0 |
| releases_from_tags | nein |
| days_since_latest_release | 163 |
| mean_days_between_releases | 37,9 |
Community & Verbreitung
Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?
95
Popularität & Verbreitung
95Exzellent
Wie die Bewertung erfolgt
| 60/60 | Stars — 6.603 Stars |
| 23.9/25 | Forks — 743 Forks |
| 10.8/15 | Watcher — 88 Watcher |
Verwendete Eingangsdaten
| forks | 743 |
| stars | 6.603 |
| watchers | 88 |
| growth_state | organic |
| growth_factor_pct | 100 |
Community-Gesundheit
92Exzellent
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 18/18 | CONTRIBUTING-Leitfaden |
| 13.5/13.5 | Verhaltenskodex |
| 0/7.2 | Issue-Vorlage |
| 6.3/6.3 | PR-Vorlage |
Verwendete Eingangsdaten
| has_readme | ja |
| has_license | ja |
| has_contributing | ja |
| has_issue_template | nein |
| has_code_of_conduct | ja |
| has_pull_request_template | ja |
Ökosystem-Verbreitung (Downloads)
100Exzellent
Wie die Bewertung erfolgt
| 80/80 | Downloads pro Monat — 2.973.144 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | ibis-framework |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2.973.144 |
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?
77
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 12/22.5 | Commit-Verteilung — wichtigste beitragende Person verfasste 47 % der Commits |
| 13.5/13.5 | Breite der Beitragenden — 100 Beitragende |
| 10/10 | OpenSSF Scorecard: Contributors — project has 70 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 100 |
| top_contributor_share | 0,466 |
Reaktionsfähigkeit bei Issues & PRs
85Exzellent
Wie die Bewertung erfolgt
| 41.4/46.8 | Issue-Lösungsquote — 89 % der Issues geschlossen |
| 31.7/38.3 | PR-Annahme — 6.706/8.082 entschiedene PRs gemergt |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 6/7 approved changesets -- score normalized to 8 |
Verwendete Eingangsdaten
| merged_prs | 6.706 |
| open_issues | 406 |
| closed_issues | 3.162 |
| issue_closed_ratio | 0,886 |
| closed_unmerged_prs | 1.376 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 17.9/25 | Reichweite des Inhabers — 306 Follower von ibis-project |
| 22.2/25 | Kontohistorie — 24 öffentliche Repos, Kontoalter ca. 9 Jahre |
Verwendete Eingangsdaten
| followers | 306 |
| owner_type | Organization |
| is_verified | — |
| owner_login | ibis-project |
| public_repos | 24 |
| account_age_days | 3.385 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 163 Tagen |
| 20/20 | Versionshistorie — 166 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | ibis-framework |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 163 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
92
Engineering-Praktiken
94Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 27 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
90Exzellent
Wie die Bewertung erfolgt
| 30/30 | README |
| 25/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://ibis-project.org |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 18 Topics |
| 0/10 | Wiki |
Verwendete Eingangsdaten
| topics | python, impala, pandas, database, clickhouse, postgresql, sqlite, mysql, datafusion, sql, pyspark, duckdb, bigquery, pyarrow, mssql, polars, snowflake, trino |
| has_wiki | nein |
| homepage | https://ibis-project.org |
| has_readme | ja |
| has_docs_dir | ja |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
64
Sicherheitslage
55Mittel
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 |
| 6/7.5 | Code-Review — Found 6/7 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 70 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — 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 8 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 3/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 104 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 5,5 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection. 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 | 8 |
| 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:ibis-framework@12.0.0 — das, was die Installation des veröffentlichten Pakets nach sich zieht — mit 8 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.
44
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
| 18/18 | Bootstrap mit einem Befehl — justfile |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration |
| 0/11 | Statische Typprüfung |
| 10/10 | Reproduzierbare Umgebung — devcontainer, Dockerfile, Nix, lockfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 0/8 | Automatisierte Wartung — keine Daten |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Verwendete Eingangsdaten
| has_nix | ja |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | justfile |
| has_devcontainer | ja |
| has_linter_config | ja |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis, Automatisierte Wartung. Die verbleibenden Gewichte wurden renormalisiert.
AI-Code-Lesbarkeit für Modelle
53Mittel
Wie die Bewertung erfolgt
| 0/45 | Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration |
| 53.4/55 | Handhabbare Dateigrößen — 18/625 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 294.106 |
| source_files_sampled | 625 |
| oversized_source_files | 18 |
Maschinenlesbare AI-Schnittstellen
40Gefährdet
Wie die Bewertung erfolgt
| 0/40 | API-Schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP-Server |
| 40/40 | Lauffähige Beispiele — examples, sample |
Verwendete Eingangsdaten
| example_dirs | examples, sample |
| has_mcp_signal | nein |
| api_schema_files | — |
Eckdaten
6.603GitHub-Sterne
100Mitwirkende
349Commits, letzte 12 Monate
0Tage seit letztem Push
36Releases
2Bus-Faktor
406offene Issues
PyPIPaket-Ökosysteme
Weitere Details
Stern- und Fork-Verlauf 6.603 ★ / 0 ⇿
6.603Sterne
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.
Es wird nur die jüngste Historie angezeigt — dieses Repository überschreitet das Erfassungsfenster, sodass die früheste Historie nicht erfasst wird.
Jeder Punkt umfasst 2 Tage.
OpenSSF Scorecard 5.5 / 10
5.5Gesamtwert
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 |
| 8 | Code-Review | Found 6/7 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 70 contributing companies or organizations |
| 0 | Dangerous-Workflow | 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 8 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 4 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 104 existing vulnerabilities detected |
Direkte Abhängigkeiten 7
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | atpublic | >=2.3 | pyproject.toml |
| PyPI | parsy | >=2 | pyproject.toml |
| PyPI | python-dateutil | >=2.8.2 | pyproject.toml |
| PyPI | sqlglot | >=23.4,!=26.32.0 | pyproject.toml |
| PyPI | toolz | >=0.11 | pyproject.toml |
| PyPI | typing-extensions | >=4.3.0 | pyproject.toml |
| PyPI | tzdata | >=2022.7 | pyproject.toml |
Alle Abhängigkeiten 307
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 7 direkte und 300 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | atpublic | 7.0.0 | direkt |
| PyPI | parsy | 2.2 | direkt |
| PyPI | python-dateutil | 2.9.0.post0 | direkt |
| PyPI | sqlglot | 28.9.0 | direkt |
| PyPI | toolz | 1.1.0 | direkt |
| PyPI | typing-extensions | 4.15.0 | direkt |
| PyPI | tzdata | 2025.3 | direkt |
| PyPI | aiobotocore | 3.1.1 | indirekt |
| PyPI | aiohappyeyeballs | 2.6.1 | indirekt |
| PyPI | aiohttp | 3.13.3 | indirekt |
| PyPI | aioitertools | 0.13.0 | indirekt |
| PyPI | aiosignal | 1.4.0 | indirekt |
| PyPI | altair | 6.0.0 | indirekt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | anyio | 4.12.1 | indirekt |
| PyPI | anywidget | 0.9.21 | indirekt |
| PyPI | appdirs | 1.4.4 | indirekt |
| PyPI | appnope | 0.1.4 | indirekt |
| PyPI | argon2-cffi | 25.1.0 | indirekt |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirekt |
| PyPI | arro3-compute | 0.6.5 | indirekt |
| PyPI | arro3-core | 0.6.5 | indirekt |
| PyPI | arro3-io | 0.6.5 | indirekt |
| PyPI | arrow | 1.4.0 | indirekt |
| PyPI | asn1crypto | 1.5.1 | indirekt |
| PyPI | asttokens | 3.0.1 | indirekt |
| PyPI | async-lru | 2.1.0 | indirekt |
| PyPI | async-timeout | 5.0.1 | indirekt |
| PyPI | attrs | 25.4.0 | indirekt |
| PyPI | aws-error-utils | 2.7.0 | indirekt |
| PyPI | aws-sso-lib | 1.14.0 | indirekt |
| PyPI | aws-sso-util | 4.33.0 | indirekt |
| PyPI | babel | 2.18.0 | indirekt |
| PyPI | beartype | 0.22.9 | indirekt |
| PyPI | beautifulsoup4 | 4.14.3 | indirekt |
| PyPI | bitarray | 3.8.0 | indirekt |
| PyPI | black | 26.1.0 | indirekt |
| PyPI | bleach | 6.3.0 | indirekt |
| PyPI | boto3 | 1.42.30 | indirekt |
| PyPI | botocore | 1.42.30 | indirekt |
| PyPI | certifi | 2026.1.4 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | cfgv | 3.5.0 | indirekt |
| PyPI | chardet | 5.2.0 | indirekt |
| PyPI | charset-normalizer | 3.4.4 | indirekt |
| PyPI | click | 8.3.1 | indirekt |
| PyPI | clickhouse-connect | 0.10.0 | indirekt |
| PyPI | cloudpickle | 3.1.2 | indirekt |
| PyPI | codespell | 2.4.1 | 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 | coverage | 7.13.3 | indirekt |
| PyPI | cryptography | 46.0.4 | indirekt |
| PyPI | cycler | 0.12.1 | indirekt |
| PyPI | databackend | 0.0.3 | indirekt |
| PyPI | databricks-sql-connector | 4.2.4 | indirekt |
| PyPI | datafusion | 53.0.0 | indirekt |
| PyPI | db-dtypes | 1.5.0 | indirekt |
| PyPI | debugpy | 1.8.20 | indirekt |
| PyPI | decorator | 5.2.1 | indirekt |
| PyPI | defusedxml | 0.7.1 | indirekt |
| PyPI | deltalake | 1.4.1 | indirekt |
| PyPI | deprecated | 1.3.1 | indirekt |
| PyPI | distlib | 0.4.0 | indirekt |
| PyPI | doit | 0.36.0 | indirekt |
| PyPI | duckdb | 1.4.4 | indirekt |
| PyPI | et-xmlfile | 2.0.0 | indirekt |
| PyPI | exceptiongroup | 1.3.1 | indirekt |
| PyPI | execnet | 2.1.2 | indirekt |
| PyPI | executing | 2.2.1 | indirekt |
| PyPI | fastjsonschema | 2.21.2 | indirekt |
| PyPI | filelock | 3.20.3 | indirekt |
| PyPI | fonttools | 4.61.1 | indirekt |
| PyPI | fqdn | 1.5.1 | indirekt |
| PyPI | frozenlist | 1.8.0 | indirekt |
| PyPI | fsspec | 2026.1.0 | indirekt |
| PyPI | gcsfs | 2026.1.0 | indirekt |
| PyPI | geoarrow-rust-core | 0.6.1 | indirekt |
| PyPI | geoarrow-types | 0.3.0 | indirekt |
| PyPI | geopandas | 1.1.2 | indirekt |
| PyPI | google-api-core | 2.29.0 | indirekt |
| PyPI | google-auth | 2.48.0 | indirekt |
| PyPI | google-auth-oauthlib | 1.2.4 | indirekt |
| PyPI | google-cloud-bigquery | 3.40.0 | indirekt |
| PyPI | google-cloud-bigquery-storage | 2.36.0 | indirekt |
| PyPI | google-cloud-core | 2.5.0 | indirekt |
| PyPI | google-cloud-storage | 3.9.0 | indirekt |
| PyPI | google-cloud-storage-control | 1.9.0 | indirekt |
| PyPI | google-crc32c | 1.8.0 | indirekt |
| PyPI | google-resumable-media | 2.8.0 | indirekt |
| PyPI | googleapis-common-protos | 1.72.0 | indirekt |
| PyPI | graphviz | 0.21 | indirekt |
| PyPI | greenlet | 3.3.1 | indirekt |
| PyPI | griffe | 1.15.0 | indirekt |
| PyPI | grpc-google-iam-v1 | 0.14.3 | indirekt |
| PyPI | grpcio | 1.76.0 | indirekt |
| PyPI | grpcio-status | 1.76.0 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httpx | 0.28.1 | indirekt |
| PyPI | humanize | 4.15.0 | indirekt |
| PyPI | hypothesis | 6.151.4 | indirekt |
| PyPI | ibis-framework | 12.0.0 | indirekt |
| PyPI | identify | 2.6.16 | indirekt |
| PyPI | idna | 3.11 | indirekt |
| PyPI | importlib-metadata | 8.7.1 | indirekt |
| PyPI | importlib-resources | 6.5.2 | indirekt |
| PyPI | impyla | 0.22.0 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | ipykernel | 7.1.0 | indirekt |
| PyPI | ipython | 8.38.0 | indirekt |
| PyPI | ipython | 9.10.0 | indirekt |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirekt |
| PyPI | ipywidgets | 8.1.8 | indirekt |
| PyPI | isoduration | 20.11.0 | indirekt |
| PyPI | itables | 2.6.2 | indirekt |
| PyPI | jedi | 0.19.2 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | jmespath | 1.1.0 | indirekt |
| PyPI | joblib | 1.5.3 | 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-cache | 1.0.1 | indirekt |
| PyPI | jupyter-client | 8.8.0 | 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 | 4.5.3 | indirekt |
| PyPI | jupyterlab-night | 0.5.2 | indirekt |
| PyPI | jupyterlab-pygments | 0.3.0 | indirekt |
| PyPI | jupyterlab-server | 2.28.0 | indirekt |
| PyPI | jupyterlab-widgets | 3.0.16 | indirekt |
| PyPI | jupyterlite-core | 0.7.1 | indirekt |
| PyPI | jupyterlite-pyodide-kernel | 0.7.0 | indirekt |
| PyPI | kiwisolver | 1.4.9 | indirekt |
| PyPI | lark | 1.3.1 | indirekt |
| PyPI | lonboard | 0.13.0 | indirekt |
| PyPI | lz4 | 4.4.5 | indirekt |
| PyPI | markdown-it-py | 4.0.0 | indirekt |
| PyPI | markupsafe | 3.0.3 | indirekt |
| PyPI | matplotlib | 3.10.8 | indirekt |
| PyPI | matplotlib-inline | 0.2.1 | indirekt |
| PyPI | mdurl | 0.1.2 | indirekt |
| PyPI | mistune | 3.2.0 | indirekt |
| PyPI | mizani | 0.14.4 | indirekt |
| PyPI | multidict | 6.7.1 | indirekt |
| PyPI | mypy-extensions | 1.1.0 | indirekt |
| PyPI | mysqlclient | 2.2.7 | indirekt |
| PyPI | narwhals | 2.16.0 | indirekt |
| PyPI | nbclient | 0.10.4 | indirekt |
| PyPI | nbconvert | 7.17.0 | indirekt |
| PyPI | nbformat | 5.10.4 | indirekt |
| PyPI | nest-asyncio | 1.6.0 | indirekt |
| PyPI | nodeenv | 1.10.0 | indirekt |
| PyPI | notebook-shim | 0.2.4 | indirekt |
| PyPI | numpy | 2.2.6 | indirekt |
| PyPI | numpy | 2.4.2 | indirekt |
| PyPI | oauthlib | 3.3.1 | indirekt |
| PyPI | openpyxl | 3.1.5 | indirekt |
| PyPI | oracledb | 3.4.2 | indirekt |
| PyPI | orjson | 3.11.7 | indirekt |
| PyPI | overrides | 7.7.0 | indirekt |
| PyPI | packaging | 26.0 | indirekt |
| PyPI | pandas | 2.3.3 | indirekt |
| PyPI | pandas-gbq | 0.33.0 | indirekt |
| PyPI | pandocfilters | 1.5.1 | indirekt |
| PyPI | parsimonious | 0.11.0 | indirekt |
| PyPI | parso | 0.8.5 | indirekt |
| PyPI | pathspec | 1.0.4 | indirekt |
| PyPI | patsy | 1.0.2 | indirekt |
| PyPI | pexpect | 4.9.0 | indirekt |
| PyPI | pillow | 12.1.0 | indirekt |
| PyPI | pins | 0.9.0 | indirekt |
| PyPI | pkginfo | 1.12.1.2 | indirekt |
| PyPI | platformdirs | 4.5.1 | indirekt |
| PyPI | plotly | 6.5.2 | indirekt |
| PyPI | plotnine | 0.15.3 | indirekt |
| PyPI | pluggy | 1.6.0 | indirekt |
| PyPI | plum-dispatch | 2.6.1 | indirekt |
| PyPI | polars | 1.37.1 | indirekt |
| PyPI | polars-runtime-32 | 1.37.1 | indirekt |
| PyPI | pprintpp | 0.4.0 | indirekt |
| PyPI | pre-commit | 4.5.1 | indirekt |
| PyPI | prometheus-client | 0.24.1 | indirekt |
| PyPI | prompt-toolkit | 3.0.52 | indirekt |
| PyPI | propcache | 0.4.1 | indirekt |
| PyPI | proto-plus | 1.27.1 | indirekt |
| PyPI | protobuf | 6.33.5 | indirekt |
| PyPI | psutil | 7.2.2 | indirekt |
| PyPI | psycopg | 3.3.2 | indirekt |
| PyPI | psycopg2 | 2.9.11 | indirekt |
| PyPI | psygnal | 0.15.1 | indirekt |
| PyPI | ptyprocess | 0.7.0 | indirekt |
| PyPI | pure-eval | 0.2.3 | indirekt |
| PyPI | pure-sasl | 0.6.2 | indirekt |
| PyPI | py-cpuinfo | 9.0.0 | indirekt |
| PyPI | py4j | 0.10.9.9 | indirekt |
| PyPI | pyarrow | 23.0.0 | indirekt |
| PyPI | pyarrow-hotfix | 0.7 | indirekt |
| PyPI | pyasn1 | 0.6.2 | indirekt |
| PyPI | pyasn1-modules | 0.4.2 | indirekt |
| PyPI | pyathena | 3.26.0 | indirekt |
| PyPI | pybreaker | 1.4.1 | indirekt |
| PyPI | pycparser | 3.0 | indirekt |
| PyPI | pydantic | 2.12.5 | indirekt |
| PyPI | pydantic-core | 2.41.5 | indirekt |
| PyPI | pydata-google-auth | 1.9.1 | indirekt |
| PyPI | pydruid | 0.6.9 | indirekt |
| PyPI | pyexasol | 1.3.0 | indirekt |
| PyPI | pygments | 2.19.2 | indirekt |
| PyPI | pyinstrument | 5.1.2 | indirekt |
| PyPI | pyjwt | 2.11.0 | indirekt |
| PyPI | pyodbc | 5.3.0 | indirekt |
| PyPI | pyogrio | 0.12.1 | indirekt |
| PyPI | pyopenssl | 25.3.0 | indirekt |
| PyPI | pyparsing | 3.3.2 | indirekt |
| PyPI | pyproj | 3.7.1 | indirekt |
| PyPI | pyproj | 3.7.2 | indirekt |
| PyPI | pyspark | 4.0.1 | indirekt |
| PyPI | pystack | 1.6.0 | indirekt |
| PyPI | pytest | 8.3.5 | indirekt |
| PyPI | pytest-benchmark | 5.2.3 | indirekt |
| PyPI | pytest-clarity | 1.0.1 | indirekt |
| PyPI | pytest-cov | 7.0.0 | indirekt |
| PyPI | pytest-deadfixtures | 2.2.1 | indirekt |
| PyPI | pytest-mock | 3.15.1 | indirekt |
| PyPI | pytest-pystack | 1.0.2 | indirekt |
| PyPI | pytest-randomly | 4.0.1 | indirekt |
| PyPI | pytest-repeat | 0.9.4 | indirekt |
| PyPI | pytest-snapshot | 0.9.0 | indirekt |
| PyPI | pytest-timeout | 2.4.0 | indirekt |
| PyPI | pytest-xdist | 3.8.0 | indirekt |
| PyPI | python-json-logger | 4.0.0 | indirekt |
| PyPI | pytokens | 0.4.1 | indirekt |
| PyPI | pytz | 2025.2 | indirekt |
| PyPI | pywinpty | 3.0.2 | indirekt |
| PyPI | pyyaml | 6.0.3 | indirekt |
| PyPI | pyzmq | 27.1.0 | indirekt |
| PyPI | quartodoc | 0.11.1 | indirekt |
| PyPI | referencing | 0.37.0 | indirekt |
| PyPI | regex | 2026.1.15 | indirekt |
| PyPI | requests | — | indirekt |
| PyPI | requests | 2.32.5 | indirekt |
| PyPI | requests-oauthlib | 2.0.0 | indirekt |
| PyPI | rfc3339-validator | 0.1.4 | indirekt |
| PyPI | rfc3986-validator | 0.1.1 | indirekt |
| PyPI | rfc3987-syntax | 1.1.0 | indirekt |
| PyPI | rich | 14.3.2 | indirekt |
| PyPI | rpds-py | 0.30.0 | indirekt |
| PyPI | rsa | 4.9.1 | indirekt |
| PyPI | ruff | 0.15.0 | indirekt |
| PyPI | s3fs | 2026.1.0 | indirekt |
| PyPI | s3transfer | 0.16.0 | indirekt |
| PyPI | scikit-learn | 1.7.2 | indirekt |
| PyPI | scikit-learn | 1.8.0 | indirekt |
| PyPI | scipy | 1.15.3 | indirekt |
| PyPI | scipy | 1.17.0 | indirekt |
| PyPI | seaborn | 0.13.2 | indirekt |
| PyPI | send2trash | 2.1.0 | indirekt |
| PyPI | setuptools | 80.10.2 | indirekt |
| PyPI | shapely | 2.1.2 | indirekt |
| PyPI | singlestoredb | 1.16.8 | indirekt |
| PyPI | six | 1.17.0 | indirekt |
| PyPI | snowflake-connector-python | 4.2.0 | indirekt |
| PyPI | sortedcontainers | 2.4.0 | indirekt |
| PyPI | soupsieve | 2.8.3 | indirekt |
| PyPI | sphobjinv | 2.3.1.3 | indirekt |
| PyPI | sqlalchemy | 2.0.46 | indirekt |
| PyPI | sqlparams | 6.2.0 | indirekt |
| PyPI | stack-data | 0.6.3 | indirekt |
| PyPI | statsmodels | 0.14.6 | indirekt |
| PyPI | streamlit | — | indirekt |
| PyPI | tabulate | 0.9.0 | indirekt |
| PyPI | tenacity | 9.1.2 | indirekt |
| PyPI | terminado | 0.18.1 | indirekt |
| PyPI | threadpoolctl | 3.6.0 | indirekt |
| PyPI | thrift | 0.16.0 | indirekt |
| PyPI | thrift-sasl | 0.4.3 | indirekt |
| PyPI | tinycss2 | 1.4.0 | indirekt |
| PyPI | tomli | 2.4.0 | indirekt |
| PyPI | tomlkit | 0.14.0 | indirekt |
| PyPI | tornado | 6.5.4 | indirekt |
| PyPI | tqdm | 4.67.2 | indirekt |
| PyPI | traitlets | 5.14.3 | indirekt |
| PyPI | trino | 0.336.0 | indirekt |
| PyPI | typing-inspection | 0.4.2 | indirekt |
| PyPI | tzlocal | 5.3.1 | indirekt |
| PyPI | uri-template | 1.3.0 | indirekt |
| PyPI | urllib3 | 2.6.3 | indirekt |
| PyPI | virtualenv | 20.36.1 | indirekt |
| PyPI | watchdog | 6.0.0 | indirekt |
| PyPI | wcwidth | 0.5.3 | indirekt |
| PyPI | webcolors | 25.10.0 | indirekt |
| PyPI | webencodings | 0.5.1 | indirekt |
| PyPI | websocket-client | 1.8.0 | indirekt |
| PyPI | widgetsnbextension | 4.0.15 | indirekt |
| PyPI | wrapt | 2.1.1 | indirekt |
| PyPI | xxhash | 3.6.0 | indirekt |
| PyPI | yarl | 1.22.0 | indirekt |
| PyPI | zipp | 3.23.0 | indirekt |
| PyPI | zstandard | 0.25.0 | indirekt |
Abhängigkeits-Advisories 0
Die Installation von pypi:ibis-framework@12.0.0 zieht 8 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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"params": {}
}
],
"value": 55,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 5.5
},
"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": "11 out of 11 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 6/7 approved changesets -- score normalized to 8",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 70 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "dangerous workflow patterns detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"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 8 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 run on all commits",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 3,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "104 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): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:ibis-framework@12.0.0 runtime dependency closure — what installing the published package pulls in — 8 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
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"package": "pypi:ibis-framework@12.0.0",
"assessed": 8
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 8,
"unassessed_packages": 0,
"affected_by_severity": "none",
"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": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"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": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"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": 8,
"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": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 11
},
"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": 44,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
"params": {}
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"value": 1,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
"params": {}
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"value": 74,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
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"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "justfile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "justfile"
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}
],
"max_points": 18
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{
"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": "devcontainer, Dockerfile, Nix, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, Nix, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"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": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 294106,
"source_files_sampled": 625,
"oversized_source_files": 18
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"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": "18/625 source files over 60KB",
"points": 53.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 625,
"oversized": 18
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
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"sample"
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"has_mcp_signal": false,
"api_schema_files": []
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"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, sample",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, sample"
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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": [],
"report_type": "repository",
"generated_at": "2026-07-21T04:18:27.190471Z",
"schema_version": "0.17.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/ibis-project/ibis.svg",
"full_name": "ibis-project/ibis",
"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 v0.17.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.