Öffentliches RegisterExzellent
Software-GesundheitsberichtSchema 0.12.0 · Metriken 1.13.0 · 2026-07-18 12:55 UTC
apache / iceberg-python
PyIceberg
apache/iceberg-python erreicht einen Gesundheitsindex von 86 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Vitality (93/100) ab, am schwächsten bei AI Readiness (78/100). Zuletzt heute aktualisiert. 2 Mitwirkende tragen den Großteil der jüngsten Arbeit.
86
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.
86
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
The Apache Software FoundationOrganisation
23.468 Follower3.145 öffentliche Reposseit Jan. 2009
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 | pyiceberg | 0.11.1 | 36.316.610 | 61 | vor 137 Tagen |
Metriken nach Kategorie
Vitalität
Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?
93
Entwicklungsaktivität
100Exzellent
Wie die Bewertung erfolgt
| 36/36 | Push-Aktualität — letzter Push vor 0 Tagen |
| 36/36 | Commit-Rhythmus — 52/52 Wochen mit Commits |
| 18/18 | Commit-Volumen — 869 Commits im letzten Jahr |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Verwendete Eingangsdaten
| commits_last_year | 869 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release-Disziplin
82Gut
Wie die Bewertung erfolgt
| 27/27 | Liefert Releases aus — 14 Releases veröffentlicht |
| 27/36 | Release-Aktualität — letztes Release vor 137 Tagen |
| 19.8/27 | Release-Rhythmus — ein Release etwa alle 62,3 Tage |
| 0/10 | OpenSSF Scorecard: Signed-Releases — keine Daten |
Verwendete Eingangsdaten
| releases_count | 14 |
| latest_release_tag | pyiceberg-0.11.1 |
| releases_from_tags | nein |
| days_since_latest_release | 137 |
| mean_days_between_releases | 62,3 |
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?
82
Wie die Bewertung erfolgt
| 49.3/60 | Stars — 1.094 Stars |
| 22.7/25 | Forks — 532 Forks |
| 8.1/15 | Watcher — 30 Watcher |
Verwendete Eingangsdaten
| forks | 532 |
| stars | 1.094 |
| watchers | 30 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community-Gesundheit
72Gut
Wie die Bewertung erfolgt
| 22.5/22.5 | README |
| 22.5/22.5 | Lizenz — anerkannte Lizenz (Apache-2.0) |
| 0/18 | 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 | nein |
| 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 — 36.316.610 Downloads/Monat über pypi |
| 0/20 | Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen |
Verwendete Eingangsdaten
| packages | pyiceberg |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 36.316.610 |
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?
80
Wie die Bewertung erfolgt
| 25.2/54 | Bus-Faktor — 2 Beitragende decken die Hälfte aller Commits ab |
| 11.9/22.5 | 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 21 contributing companies or organizations |
Verwendete Eingangsdaten
| bus_factor | 2 |
| contributors_sampled | 100 |
| top_contributor_share | 0,471 |
Reaktionsfähigkeit bei Issues & PRs
86Exzellent
Wie die Bewertung erfolgt
| 39/46.8 | Issue-Lösungsquote — 84 % der Issues geschlossen |
| 31.5/38.3 | PR-Annahme — 2.159/2.621 entschiedene PRs gemergt |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Verwendete Eingangsdaten
| merged_prs | 2.159 |
| open_issues | 154 |
| closed_issues | 782 |
| issue_closed_ratio | 0,835 |
| closed_unmerged_prs | 462 |
Wie die Bewertung erfolgt
| 30/30 | Organisatorische Trägerschaft — im Besitz einer Organisation |
| 0/20 | Verifizierte Domain |
| 25/25 | Reichweite des Inhabers — 23.468 Follower von apache |
| 25/25 | Kontohistorie — 3.145 öffentliche Repos, Kontoalter ca. 17 Jahre |
Verwendete Eingangsdaten
| followers | 23.468 |
| owner_type | Organization |
| is_verified | — |
| owner_login | apache |
| public_repos | 3.145 |
| account_age_days | 6.390 |
Paketpflege
100Exzellent
Wie die Bewertung erfolgt
| 25/25 | Veröffentlicht & auflösbar — 1 Paket(e) auf pypi |
| 35/35 | Veröffentlichungsaktualität — letzte Veröffentlichung vor 137 Tagen |
| 20/20 | Versionshistorie — 61 veröffentlichte Versionen |
| 20/20 | Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen |
Verwendete Eingangsdaten
| packages | pyiceberg |
| ecosystems | pypi |
| any_deprecated | nein |
| min_days_since_publish | 137 |
Engineering-Qualität
Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?
86
Engineering-Praktiken
94Exzellent
Wie die Bewertung erfolgt
| 24/24 | CI-Workflows — 13 Workflow(s) |
| 24/24 | Tests vorhanden |
| 16/16 | Linter-Konfiguration — ruff.toml |
| 9.6/9.6 | Pre-Commit-Hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 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
75Gut
Wie die Bewertung erfolgt
| 30/30 | README |
| 0/25 | Dokumentationsverzeichnis |
| 15/15 | Dokumentations-/Homepage-Site — https://py.iceberg.apache.org/ |
| 10/10 | Repository-Beschreibung |
| 10/10 | Topics — 4 Topics |
| 10/10 | Wiki |
Verwendete Eingangsdaten
| topics | apache, hacktoberfest, iceberg, pyiceberg |
| has_wiki | ja |
| homepage | https://py.iceberg.apache.org/ |
| has_readme | ja |
| has_docs_dir | nein |
| has_description | ja |
Sicherheit
Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?
89
Sicherheitslage
89Exzellent
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 — 30 out of 30 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 |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 21 contributing companies or organizations |
| 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 3 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 4.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — keine Daten |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 5.2/7.5 | Vulnerabilities — 3 existing vulnerabilities detected |
Verwendete Eingangsdaten
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 8,9 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
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.
78
Wie die Bewertung erfolgt
| 45/45 | Agentenanweisungen — AGENTS.md |
| 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 | AGENTS.md |
| agent_instruction_max_bytes | 1.225 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
AI-Verify-Loop (Build / Test / Typprüfung)
96Exzellent
Wie die Bewertung erfolgt
| 18/18 | Bootstrap mit einem Befehl — Makefile, vendor/Makefile |
| 22/22 | Automatisierte Tests |
| 11/11 | Lint-/Format-Konfiguration — ruff.toml |
| 11/11 | Statische Typprüfung — pyiceberg/py.typed |
| 10/10 | Reproduzierbare Umgebung — Dockerfile, lockfile |
| 0/10 | Belegte Agentenpraxis — keine Daten |
| 5/8 | Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet |
| 9/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
Verwendete Eingangsdaten
| has_nix | nein |
| has_tests | ja |
| lockfiles | uv.lock |
| has_dockerfile | ja |
| typed_language | nein |
| bootstrap_files | Makefile, vendor/Makefile |
| has_devcontainer | nein |
| has_linter_config | ja |
| typecheck_configs | pyiceberg/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
| 27/45 | Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (pyiceberg/py.typed) |
| 50.3/55 | Handhabbare Dateigrößen — 16/189 Quelldateien über 60 KB |
Verwendete Eingangsdaten
| primary_language | Python |
| largest_source_bytes | 207.049 |
| source_files_sampled | 189 |
| oversized_source_files | 16 |
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
1.094GitHub-Sterne
100Mitwirkende
869Commits, letzte 12 Monate
0Tage seit letztem Push
14Releases
2Bus-Faktor
154offene Issues
PyPIPaket-Ökosysteme
Weitere Details
OpenSSF Scorecard 8.9 / 10
8.9Gesamtwert
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 | 30 out of 30 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 |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 21 contributing companies or organizations |
| 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 3 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 9 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 9 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| k. A. | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 7 | Vulnerabilities | 3 existing vulnerabilities detected |
Direkte Abhängigkeiten 12
| Registry | Paket | Versionsvorgabe | Manifest |
|---|---|---|---|
| PyPI | mmh3 | >=4.0.0 | pyproject.toml |
| PyPI | requests | >=2.20.0 | pyproject.toml |
| PyPI | click | >=7.1.1 | pyproject.toml |
| PyPI | rich | >=10.11.0 | pyproject.toml |
| PyPI | strictyaml | >=1.7.0 | pyproject.toml |
| PyPI | pydantic | >=2.0,<3.0,!=2.4.0,!=2.4.1,!=2.12.0,!=2.12.1 | pyproject.toml |
| PyPI | fsspec | >=2023.1.0 | pyproject.toml |
| PyPI | pyparsing | >=3.1.0 | pyproject.toml |
| PyPI | tenacity | >=8.2.3 | pyproject.toml |
| PyPI | pyroaring | >=1.0.0 | pyproject.toml |
| PyPI | cachetools | >=5.5 | pyproject.toml |
| PyPI | zstandard | >=0.13.0 | pyproject.toml |
Alle Abhängigkeiten 297
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 12 direkte und 285 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
| Registry | Paket | Version | Beziehung |
|---|---|---|---|
| PyPI | cachetools | 7.1.4 | direkt |
| PyPI | click | 8.4.2 | direkt |
| PyPI | fsspec | 2026.4.0 | direkt |
| PyPI | mmh3 | 5.2.1 | direkt |
| PyPI | pydantic | 2.13.4 | direkt |
| PyPI | pyparsing | 3.3.2 | direkt |
| PyPI | pyroaring | 1.1.0 | direkt |
| PyPI | requests | 2.34.2 | direkt |
| PyPI | rich | 15.0.0 | direkt |
| PyPI | strictyaml | 1.7.3 | direkt |
| PyPI | tenacity | 9.1.4 | direkt |
| PyPI | zstandard | 0.25.0 | direkt |
| PyPI | adlfs | 2026.5.0 | indirekt |
| PyPI | aiobotocore | 3.7.0 | indirekt |
| PyPI | aiohappyeyeballs | 2.6.2 | indirekt |
| PyPI | aiohttp | 3.14.1 | indirekt |
| PyPI | aioitertools | 0.13.0 | indirekt |
| PyPI | aiosignal | 1.4.0 | indirekt |
| PyPI | alabaster | 0.7.16 | indirekt |
| PyPI | annotated-types | 0.7.0 | indirekt |
| PyPI | antlr4-python3-runtime | 4.13.2 | indirekt |
| PyPI | anyio | 4.14.1 | indirekt |
| PyPI | appnope | 0.1.4 | indirekt |
| PyPI | argon2-cffi | 25.1.0 | indirekt |
| PyPI | argon2-cffi-bindings | 25.1.0 | indirekt |
| PyPI | arrow | 1.4.0 | indirekt |
| PyPI | asttokens | 3.0.1 | indirekt |
| PyPI | async-lru | 2.3.0 | indirekt |
| PyPI | async-timeout | 5.0.1 | indirekt |
| PyPI | attrs | 26.1.0 | indirekt |
| PyPI | aws-sam-translator | 1.110.0 | indirekt |
| PyPI | aws-xray-sdk | 2.15.0 | indirekt |
| PyPI | azure-core | 1.41.0 | indirekt |
| PyPI | azure-identity | 1.25.3 | indirekt |
| PyPI | azure-storage-blob | 12.30.0 | indirekt |
| PyPI | babel | 2.18.0 | indirekt |
| PyPI | backports-tarfile | 1.2.0 | indirekt |
| PyPI | backrefs | 7.0 | indirekt |
| PyPI | beautifulsoup4 | 4.15.0 | indirekt |
| PyPI | bleach | 6.4.0 | indirekt |
| PyPI | blinker | 1.9.0 | indirekt |
| PyPI | bodo | 2026.6 | indirekt |
| PyPI | boto3 | 1.43.0 | indirekt |
| PyPI | botocore | 1.43.0 | indirekt |
| PyPI | build | 1.5.0 | indirekt |
| PyPI | certifi | 2026.6.17 | indirekt |
| PyPI | cffi | 2.0.0 | indirekt |
| PyPI | cfn-lint | 1.52.1 | indirekt |
| PyPI | charset-normalizer | 3.4.7 | indirekt |
| PyPI | cloudpickle | 3.1.2 | indirekt |
| PyPI | colorama | 0.4.6 | indirekt |
| PyPI | comm | 0.2.3 | indirekt |
| PyPI | coverage | 7.14.3 | indirekt |
| PyPI | cramjam | 2.11.0 | indirekt |
| PyPI | cryptography | 49.0.0 | indirekt |
| PyPI | cython | 3.2.8 | indirekt |
| PyPI | daft | 0.7.16 | indirekt |
| PyPI | datafusion | 52.3.0 | indirekt |
| PyPI | debugpy | 1.8.21 | indirekt |
| PyPI | decorator | 5.3.1 | indirekt |
| PyPI | defusedxml | 0.7.1 | indirekt |
| PyPI | deptry | 0.25.1 | indirekt |
| PyPI | distlib | 0.4.3 | indirekt |
| PyPI | docker | 7.1.0 | indirekt |
| PyPI | docutils | 0.23 | indirekt |
| PyPI | domdf-python-tools | 3.10.0 | indirekt |
| PyPI | duckdb | 1.5.4 | indirekt |
| PyPI | entrypoints | 0.4 | indirekt |
| PyPI | exceptiongroup | 1.3.1 | indirekt |
| PyPI | executing | 2.2.1 | indirekt |
| PyPI | fastavro | 1.12.2 | indirekt |
| PyPI | fastjsonschema | 2.21.2 | indirekt |
| PyPI | filelock | 3.29.4 | indirekt |
| PyPI | flask | 3.1.3 | indirekt |
| PyPI | flask-cors | 6.0.5 | indirekt |
| PyPI | fqdn | 1.5.1 | indirekt |
| PyPI | frozenlist | 1.8.0 | indirekt |
| PyPI | gcsfs | 2026.6.0 | indirekt |
| PyPI | geoarrow-c | 0.3.1 | indirekt |
| PyPI | geoarrow-pyarrow | 0.2.0 | indirekt |
| PyPI | geoarrow-types | 0.3.0 | indirekt |
| PyPI | ghp-import | 2.1.0 | indirekt |
| PyPI | google-api-core | 2.31.0 | indirekt |
| PyPI | google-auth | 2.55.1 | indirekt |
| PyPI | google-auth-oauthlib | 1.4.0 | indirekt |
| PyPI | google-cloud-bigquery | 3.42.1 | indirekt |
| PyPI | google-cloud-core | 2.6.0 | indirekt |
| PyPI | google-cloud-storage | 3.12.0 | indirekt |
| PyPI | google-cloud-storage-control | 1.12.0 | indirekt |
| PyPI | google-crc32c | 1.8.0 | indirekt |
| PyPI | google-resumable-media | 2.10.0 | indirekt |
| PyPI | googleapis-common-protos | 1.75.0 | indirekt |
| PyPI | graphql-core | 3.2.11 | indirekt |
| PyPI | greenlet | 3.5.3 | indirekt |
| PyPI | griffe | 2.1.0 | indirekt |
| PyPI | griffecli | 2.1.0 | indirekt |
| PyPI | griffelib | 2.1.0 | indirekt |
| PyPI | grpc-google-iam-v1 | 0.14.4 | indirekt |
| PyPI | grpcio | 1.81.1 | indirekt |
| PyPI | grpcio-status | 1.81.1 | indirekt |
| PyPI | h11 | 0.16.0 | indirekt |
| PyPI | hf-xet | 1.5.1 | indirekt |
| PyPI | httpcore | 1.0.9 | indirekt |
| PyPI | httpx | 0.28.1 | indirekt |
| PyPI | huggingface-hub | 1.22.0 | indirekt |
| PyPI | idna | 3.18 | indirekt |
| PyPI | imagesize | 2.0.0 | indirekt |
| PyPI | impi-rt | 2021.17.2 | indirekt |
| PyPI | importlib-metadata | 9.0.0 | indirekt |
| PyPI | iniconfig | 2.3.0 | indirekt |
| PyPI | ipykernel | 7.3.0 | indirekt |
| PyPI | ipython | 8.39.0 | indirekt |
| PyPI | ipython | 9.15.0 | indirekt |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirekt |
| PyPI | isodate | 0.7.2 | indirekt |
| PyPI | isoduration | 20.11.0 | indirekt |
| PyPI | itsdangerous | 2.2.0 | indirekt |
| PyPI | jaraco-context | 6.1.2 | indirekt |
| PyPI | jaraco-packaging | 10.4.0 | indirekt |
| PyPI | jedi | 0.20.0 | indirekt |
| PyPI | jinja2 | 3.1.6 | indirekt |
| PyPI | jmespath | 1.1.0 | indirekt |
| PyPI | joserfc | 1.7.2 | indirekt |
| PyPI | json5 | 0.15.0 | indirekt |
| PyPI | jsonpatch | 1.33 | indirekt |
| PyPI | jsonpath-ng | 1.8.0 | indirekt |
| PyPI | jsonpointer | 3.1.1 | indirekt |
| PyPI | jsonschema | 4.26.0 | indirekt |
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"weight": 0.18,
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{
"key": "popularity",
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"components": [
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{
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"count": 1094
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "532 forks",
"points": 22.7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 532
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}
],
"max_points": 25
},
{
"key": "watchers",
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"detail": "30 watchers",
"points": 8.1,
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{
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}
],
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]
},
{
"key": "community_health",
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"name": "Community health",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
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"points": 22.5,
"status": "met",
"details": [],
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},
{
"key": "license",
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"status": "met",
"details": [
{
"code": "license_standard",
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{
"code": "license_spdx",
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],
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{
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"name": "CONTRIBUTING guide",
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"status": "missed",
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},
{
"key": "code_of_conduct",
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{
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{
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},
{
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{
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"count": 36316610,
"ecosystems": "pypi"
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}
],
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{
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]
}
],
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},
{
"key": "governance",
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"value": 80,
"weight": 0.24,
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"note": null,
"notes": [],
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"components": [
{
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}
],
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{
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{
"code": "top_contributor_share",
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}
],
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{
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}
],
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{
"key": "openssf_scorecard_contributors",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"note": null,
"notes": [],
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"inputs": {
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"open_issues": 154,
"closed_issues": 782,
"issue_closed_ratio": 0.835,
"closed_unmerged_prs": 462
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"components": [
{
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"details": [
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}
],
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{
"key": "pr_acceptance",
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"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
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"detail": "all changesets reviewed",
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"status": "met",
"details": [],
"max_points": 15
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]
},
{
"key": "stewardship",
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"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 23468,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "apache",
"public_repos": 3145,
"account_age_days": 6390
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"components": [
{
"key": "ownership_backing",
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"points": 30,
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"details": [
{
"code": "owner_organization",
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],
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{
"key": "verified_domain",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
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"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
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"count": 23468,
"login": "apache"
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}
],
"max_points": 25
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{
"key": "track_record",
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"detail": "3145 public repos, account ~17 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
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"count": 3145
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},
{
"code": "account_age_years",
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}
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]
},
{
"key": "package_maintenance",
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"note": null,
"notes": [],
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"inputs": {
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"min_days_since_publish": 137
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"components": [
{
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"code": "packages_published",
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}
],
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{
"key": "publish_recency",
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"status": "met",
"details": [
{
"code": "publish_recency",
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}
],
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{
"key": "version_history",
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"points": 20,
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"details": [
{
"code": "published_versions",
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"count": 61
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"details": [
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"code": "package_not_deprecated",
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}
],
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]
}
],
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},
{
"key": "engineering",
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"name": "Engineering Quality",
"value": 86,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"components": [
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"details": [
{
"code": "ci_workflows",
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}
],
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{
"key": "tests_present",
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"points": 24,
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{
"key": "linter_config",
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"detail": "ruff.toml",
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"details": [
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"code": "file_list",
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],
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{
"key": "pre_commit_hooks",
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{
"key": "editorconfig",
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"points": 0,
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{
"key": "openssf_scorecard_ci_tests",
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"details": [],
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]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
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"hacktoberfest",
"iceberg",
"pyiceberg"
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"has_wiki": true,
"homepage": "https://py.iceberg.apache.org/",
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"components": [
{
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{
"key": "documentation_directory",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "documentation_homepage_site",
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"details": [],
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{
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"status": "met",
"details": [],
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{
"key": "topics",
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"details": [
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}
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{
"key": "wiki",
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"details": [],
"max_points": 10
}
]
}
],
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{
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"components": [
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{
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],
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"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 8.9
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"components": [
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{
"key": "branch_protection",
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"status": "excluded",
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"code": "no_data",
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],
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{
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{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
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"status": "missed",
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},
{
"key": "code_review",
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"status": "met",
"details": [],
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},
{
"key": "contributors",
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"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": "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 3 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"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 9",
"points": 4.5,
"status": "partial",
"details": [],
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},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"details": [],
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},
{
"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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 7.5
},
{
"key": "token_permissions",
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"detail": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"review_only_matches": 0,
"assessed_self_published_locations": 5
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"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
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"points": 100,
"status": "met",
"details": [
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"code": "jurisdiction_no_match",
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}
],
"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": "good",
"name": "AI Readiness",
"value": 78,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"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": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 1225
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md"
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}
],
"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": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
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"name": "Verify loop (build / test / typecheck)",
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"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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],
"value": 96,
"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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"vendor/Makefile"
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"has_devcontainer": false,
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"typecheck_configs": [
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"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, vendor/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, vendor/Makefile"
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}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
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},
{
"key": "lint_format_config",
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"status": "met",
"details": [
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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 v0.12.0 — vollständige Methodik · Metriken-Wiki.
Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte Statistiken — PyPI.