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Software-GesundheitsberichtSchema 0.23.0 · Metriken 1.13.0 · 2026-07-21 17:55 UTC

faust-streaming / faust

Python Stream Processing. A Faust fork

PythonEigene Lizenz★ 1.879 Sterne⑂ 205 Forksseit Okt. 2020Auf GitHub ansehen ↗

faust-streaming/faust erreicht einen Gesundheitsindex von 77 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Engineering Quality (100/100) ab, am schwächsten bei Sustainability & Governance (60/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

77
gesamt / 100
Gut

Software-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.

77
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)
VitalitätCommunity &VerbreitungNachhaltigkeit &GovernanceEngineering-QualitätSicherheitAI Readiness

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

faust-streamingOrganisation
18 Follower5 öffentliche Reposseit Okt. 2020

Dieses Repository wird von einer Organisation getragen — geteilte, rechenschaftspflichtige Trägerschaft, die jeden einzelnen Maintainer überdauern kann.

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIfaust-streaming0.13.0-194vor 0 Tagenstreamprocessingasynciodistributedqueuekafka

Metriken nach Kategorie

Vitalität

Lebt das Projekt — wird Code geschrieben und werden Releases ausgeliefert?

74Gut · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
2.1/36Commit-Rhythmus — 3/52 Wochen mit Commits
13.9/18Commit-Volumen — 34 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year34
human_commit_share0,9
days_since_last_push0
active_weeks_last_year3
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 82 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
19.8/27Release-Rhythmus — ein Release etwa alle 103,3 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count82
latest_release_tagv0.13.0
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases103,3
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?

87Exzellent · 18 % des Gesamtindex
Wie die Bewertung erfolgt
53.1/60Stars — 1.879 Stars
19.2/25Forks — 205 Forks
8/15Watcher — 28 Watcher
Verwendete Eingangsdaten
forks205
stars1.879
watchers28
growth_stateorganic
growth_factor_pct100
Wie die Bewertung erfolgt
22.5/22.5README
16.9/22.5Lizenz — Lizenzdatei vorhanden, keine anerkannte Lizenz
18/18CONTRIBUTING-Leitfaden
13.5/13.5Verhaltenskodex
7.2/7.2Issue-Vorlage
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templateja
has_code_of_conductja
has_pull_request_templateja

Nachhaltigkeit & Governance

Überdauert das Projekt die Menschen, die es tragen — Bus-Faktor, Reaktionsfähigkeit, Trägerschaft und Paketpflege?

60Mittel · 24 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
3.3/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 85 % der Commits
13.5/13.5Breite der Beitragenden — 99 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 19 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor1
contributors_sampled99
top_contributor_share0,853
Wie die Bewertung erfolgt
28.3/46.8Issue-Lösungsquote — 61 % der Issues geschlossen
32.8/38.3PR-Annahme — 330/385 entschiedene PRs gemergt
0/15OpenSSF Scorecard: Code-Review — Found 1/25 approved changesets -- score normalized to 0
Verwendete Eingangsdaten
merged_prs330
open_issues125
closed_issues192
issue_closed_ratio0,606
closed_unmerged_prs55
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
9.2/25Reichweite des Inhabers — 18 Follower von faust-streaming
17.2/25Kontohistorie — 5 öffentliche Repos, Kontoalter ca. 5 Jahre
Verwendete Eingangsdaten
followers18
owner_typeOrganization
is_verified
owner_loginfaust-streaming
public_repos5
account_age_days2.098

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 194 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesfaust-streaming
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

100Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 3 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — tox.ini
9.6/9.6Pre-Commit-Hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfigja
has_linter_configja
has_precommit_configja

Dokumentation

100Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://faust-streaming.github.io/faust/
10/10Repository-Beschreibung
10/10Topics — 5 Topics
10/10Wiki
Verwendete Eingangsdaten
topicsasyncio, python-streaming, kafka, redis, distributed-systems
has_wikija
homepagehttps://faust-streaming.github.io/faust/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

Sind die sichtbaren Sicherheits- und Lieferkettenpraktiken belastbar, ohne ungeklärte Exposition gegenüber Hochrisikojurisdiktionen?

66Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/25 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 19 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,7
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
35/35Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
0/25Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
sourceosv
advisories0
affected_packages0
assessed_packages4
unassessed_packages73
affected_by_severitynone
direct_affected_packages0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 4 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 73 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.

AI Readiness

Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.

66Mittel · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 76 von 90 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,844
agent_instruction_files
agent_instruction_max_bytes
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile, docs/Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — tox.ini
11/11Statische Typprüfung — faust/py.typed
10/10Reproduzierbare Umgebung — Dockerfile
10/10Belegte Agentenpraxis — 16 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 10 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_filesMakefile, docs/Makefile
has_devcontainernein
has_linter_configja
typecheck_configsfaust/py.typed
agent_commit_share0,16
toolchain_manifests
dependency_bot_commit_share0,1
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (faust/py.typed)
54.5/55Handhabbare Dateigrößen — 4/411 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes83.007
source_files_sampled411
oversized_source_files4
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
0/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalnein
api_schema_files

Eckdaten

1.879GitHub-Sterne
99Mitwirkende
34Commits, letzte 12 Monate
0Tage seit letztem Push
82Releases
1Bus-Faktor
125offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead

Weitere Details

Stern- und Fork-Verlauf 1.879 ★ / 205 ⇿
1.879Sterne
205Forks
79Releases

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.

04008001.2001.6002.0001.879198172020-112023-092026-07
Major 0Minor 9Patch 69

Jeder Punkt umfasst 6 Tage.

OpenSSF Scorecard 5.7 / 10
5.7Gesamtwert

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).Scorecard v5.5.0 · 2026-07-21 17:55 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal 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
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/25 approved changesets -- score normalized to 0
10Contributorsproject has 19 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Alle Abhängigkeiten 77

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 0 direkte und 77 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIaerospikeindirekt
PyPIaiodnsindirekt
PyPIaiohttpindirekt
PyPIaiohttp-corsindirekt
PyPIaiokafkaindirekt
PyPIaiomonitorindirekt
PyPIasyncio-ipython-magicindirekt
PyPIautoflakeindirekt
PyPIbanditindirekt
PyPIblack26.5.1indirekt
PyPIciso8601indirekt
PyPIclickindirekt
PyPIconfluent-kafkaindirekt
PyPIcroniterindirekt
PyPIcythonindirekt
PyPIdatadogindirekt
PyPIdjangoindirekt
PyPIdnspythonindirekt
PyPIenvoyindirekt
PyPIeventletindirekt
PyPIfaustindirekt
PyPIfaust-aioeventletindirekt
PyPIfaust-cchardetindirekt
PyPIfaust-streaming-rocksdbindirekt
PyPIflake85.0.4indirekt
PyPIflake8-bugbearindirekt
PyPIflake8-comprehensionsindirekt
PyPIfreezegunindirekt
PyPIhypothesisindirekt
PyPIintervaltreeindirekt
PyPIisort8.0.1indirekt
PyPIjinja2indirekt
PyPIm2r2indirekt
PyPImode-streamingindirekt
PyPImypyindirekt
PyPImypy-extensionsindirekt
PyPIopentracingindirekt
PyPIorjsonindirekt
PyPIpackagingindirekt
PyPIpre-commitindirekt
PyPIprometheus-clientindirekt
PyPIpydocstyleindirekt
PyPIpytestindirekt
PyPIpytest-aiofilesindirekt
PyPIpytest-aiohttpindirekt
PyPIpytest-asyncioindirekt
PyPIpytest-covindirekt
PyPIpytest-forkedindirekt
PyPIpytest-pickedindirekt
PyPIpytest-random-orderindirekt
PyPIpytest-sugarindirekt
PyPIpython-dateutilindirekt
PyPIpytzindirekt
PyPIpyyamlindirekt
PyPIravenindirekt
PyPIraven-aiohttpindirekt
PyPIredisindirekt
PyPIrocksdictindirekt
PyPIsentry-sdkindirekt
PyPIsetproctitleindirekt
PyPIsetuptoolsindirekt
PyPIsetuptools-scmindirekt
PyPIsixindirekt
PyPIsphinxindirekt
PyPIsphinx-autobuildindirekt
PyPIsphinx-autodoc-typehintsindirekt
PyPIsphinx-celeryindirekt
PyPIsphinx-rtd-themeindirekt
PyPIsphinx2rstindirekt
PyPIstatsdindirekt
PyPIterminaltablesindirekt
PyPItoxindirekt
PyPItwineindirekt
PyPIvenusian3.1.0indirekt
PyPIvultureindirekt
PyPIwheelindirekt
PyPIyarlindirekt
Abhängigkeits-Advisories 0

Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 4 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 0 tragen bekannte Advisories, davon 0 direkte. 73 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.

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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          "published_at": "2024-02-23T16:04:39Z"
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          "published_at": "2023-11-21T15:26:28Z"
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          "published_at": "2023-08-15T02:39:06Z"
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          "published_at": "2023-05-24T15:16:49Z"
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          "kind": "patch",
          "published_at": "2023-04-27T14:09:10Z"
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          "body": "PyPI rejected the v0.12.0 sdist upload:\n\n    400 Filename 'faust-streaming-0.12.0.tar.gz' is invalid,\n        should be 'faust_streaming-0.12.0.tar.gz'.\n\nThe release job built the sdist with the deprecated `setup.py sdist` under an\nold setuptools floor, which emits the legacy hyphenated distribution\n[…]\non -m build --sdist` now produces\n`faust_streaming-<version>.tar.gz`.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: build sdist with `python -m build` for a PEP 625 filename (#712)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:03:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dd0c896749ea810dac8ad2a50e9327b16b841e05",
          "body": "v0.12.1 is a packaging-only patch: v0.12.0's wheels published but its sdist was\nrejected by PyPI under PEP 625.  Add the changelog entry and standalone release\nnotes for the fix (#712).\n\nVersioning is setuptools_scm-driven (the git tag is the version) and the docs\nversion is derived from faust.__ver\n[…]\nlude of\nCHANGELOG.md, and the docs version banner updates from the tag.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL",
          "is_bot": false,
          "headline": "docs: prepare v0.12.1 release notes and changelog",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T19:00:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3f8e190ba5217f5c4949fe605e50e48511272318",
          "body": "* docs: prepare v0.12.0 release notes and changelog\n\nResume the Keep a Changelog format (dormant since v0.8.10) with a v0.12.0\nsection, and add standalone GitHub release notes covering the changes since\nv0.11.3 plus the pending fix stack.\n\nHighlights: two offset data-loss fixes (#606/#707, #316/#692\n[…]\n8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n* Delete RELEASE_NOTES_v0.12.0.md\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: prepare v0.12.0 release notes, changelog, and docs version (#708)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T18:27:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ade8a09f45adf684c6e351b1bc59e9bcdede8597",
          "body": "* docs: correct stale dependency and version references\n\nThe user-facing docs still carried robinhood-era and pre-0.12 details:\n\n- `redis` extra listed the long-deprecated `aredis`; it is backed by\n  `redis-py` now (since #635).\n- The \"What do I need?\" sidebar claimed Python 3.8 while the prose righ\n[…]\nra.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct stale dependency and version references (#710)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:56:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d95af522e43d73af04aa00bf6228a71fc6ef35e8",
          "body": "…9, require 3.14) (#690)\n\n* Modernize release wheel-build runners\n\nThe build_wheels matrix pinned ubuntu-20.04, whose runner image GitHub\nretired in April 2025 -- that job can no longer schedule. macos-13 is also\non the deprecation path, and pypa/cibuildwheel@v2.10.1 (Sept 2022) predates\nPython 3.12\n[…]\nrs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Modernize CI: wheel runners, Windows wheels, and test matrix (drop 3.…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:12:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c95a51826baac5768a7aae7e5effcc20a39f6e7f",
          "body": null,
          "is_bot": false,
          "headline": "ci: add live-broker integration test harness (Kafka in CI) (#706)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T15:31:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3073eb90e8aadeb3b3e66b51aba777229c2146e6",
          "body": "Adds 3.14 to the test matrix, producing required 'Python 3.14/Cython:\ntrue' and 'Python 3.14/Cython: false' jobs alongside the existing 3.13\nlegs. All matrix legs feed the aggregate '✅ Ensure the required checks\npassing' job, so they become required wherever branch protection\nrequires that check.\n\nP\n[…]\nnt-loop creation that mode relied on at import time.\n\nAssisted-by: Claude\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HgnKFtXZbCjXNoVNWa5JLd",
          "is_bot": false,
          "headline": "ci: test on Python 3.14 with and without Cython",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-19T02:41:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f3019aa21e77b6e836d8252491de21c585761813",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #687 from faust-streaming/claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T15:52:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04238685eafda35f3a43c99f873c839dee9697cf",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11834d8aefaf157e12ce91ff3779d538d3179786",
          "body": "…g-assignor",
          "is_bot": false,
          "headline": "Merge pull request #682 from faust-streaming/claude/aiokafka-changelo…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28384bf5efed8be5744a3b6d57641d407f540a6f",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/aiokafka-changelog-assignor",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4f9a3f18eeb2e5c690f45d8ce264f8f5c87feee",
          "body": "The new MetadataRequest([]) / CreateTopicsRequest(...) forms require the\naiokafka 0.13.0 protocol refactor; on aiokafka < 0.13 MetadataRequest is a\nversioned list (not callable) and CreateTopicsRequest must be indexed by\nversion. Faust keeps its aiokafka>=0.10 floor and already branches on\n_AIOKAFKA\n[…]\n=0.13\n\nThis also fixes master's latent breakage where CreateTopicsRequest[version]\nalready fails on aiokafka 0.13+. Also drop a duplicate\n_AIOKAFKA_HAS_API_VERSION definition introduced by the rebase.",
          "is_bot": false,
          "headline": "Guard aiokafka metadata/admin calls by protocol-API version",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:01:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f85f28dbc18a384b08862133d79eacf969a1bf9b",
          "body": "Convert three coverage gaps into genuine tests instead of leaving them\nexcluded:\n\n- utils/functional.py: add a test for translate() (only consecutive_numbers\n  was covered -> 75%); now 100%. Remove its .coveragerc omit.\n- utils/platforms.py: test max_open_files() across all branches (normal\n  hard l\n[…]\npp with a\n  RuntimeError; 0% -> 100% (was measured but untested).\n\nplatforms tests use stacked @patch decorators rather than a parenthesized\nmulti-context 'with' so the file stays valid on Python 3.9.",
          "is_bot": false,
          "headline": "Add tests for functional/platforms/agent_stopper utils (real coverage)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T13:33:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb06adcb27dbc2c2098a2a2ea1cc9849d6fcdce0",
          "body": "#649 bumped upload/download-artifact from v3 to v4 but kept the v3\npattern where every build_wheels matrix leg (and the sdist) uploaded\nunder a shared artifact name and the publish job downloaded a single\nname. v3 merged same-named uploads; v4 does not -- each upload is its\nown immutable artifact an\n[…]\nish job with pattern: cibw-* + merge-multiple into\ndist/, add skip-existing so re-runs can backfill, and if-no-files-found:\nerror so an empty build fails loudly instead of silently publishing\nnothing.",
          "is_bot": false,
          "headline": "Fix release artifact upload/download for upload-artifact@v4 (#684)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T04:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a26f83bce23c1fd16d78904b1e984c7875b55ecb",
          "body": null,
          "is_bot": false,
          "headline": "remove support for python3.9 and below",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3031196d3fef95053df7a70d286fd97047461bb2",
          "body": "…min request compatibility\n\nEnsure worker consumers use the Faust assignor whenever changelog tables are present,\neven with zero standby replicas, so table recovery mapping remains correct. Also update\nmetadata/create-topics request construction for newer aiokafka APIs.",
          "is_bot": false,
          "headline": "fix(aiokafka): keep Faust assignor for changelog tables and update ad…",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a413a74b3e09722cd4112609377a08a4bb2a3297",
          "body": "…xes-63nsnu",
          "is_bot": false,
          "headline": "Merge pull request #679 from faust-streaming/claude/faust-prs-sync-fi…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T02:52:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5f5b43ea82a79684545bead794e05f9cd996a8d",
          "body": "The confluent readd had switched examples/word_count.py to\n'confluent://localhost:9092'. Confluent is an optional, experimental\ntransport (installed via faust[ckafka]); mainstream examples should use\nthe default aiokafka transport. Revert the example broker to\n'kafka://localhost:9092'.",
          "is_bot": false,
          "headline": "Keep aiokafka (kafka://) as the default broker in the word_count example",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:13:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e3eab0e1d9fe966bc07f0c29387ce6413ecdd7",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into faust-679",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3c4244d734377a6f7782ef2bb201abe181b739b",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #680 from faust-streaming/claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:10:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b282d425ec57c89cae81b4a058bfdc07d13f8c71",
          "body": "black 26.5.1 and isort 8.0.1 require Python >= 3.10, so pinning them\nunconditionally broke 'pip install -r requirements/test.txt' on the\nPython 3.9 test-matrix jobs. black/isort are lint-only and only run in\nthe lint job (PYTHON_LATEST), so pin them on 3.10+ and fall back to an\nunpinned install on 3.9, where they are installed but never invoked.",
          "is_bot": false,
          "headline": "Guard formatter pins with a Python 3.10+ marker",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:04:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a5a2e0297717019bc6f797b0364a1bc6606c949",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10f0f58842234524a7afc4d756c4481d3f386483",
          "body": null,
          "is_bot": false,
          "headline": "Fix CI lint formatting drift in tests and aerospike store (#677)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f9254232296e1d3fa55fb14c1f104c90aa40fe9",
          "body": "black and isort were unpinned in requirements/test.txt, so CI always\ninstalled the newest release. When isort 8.0.1 and black 26.5.1 shipped,\ntheir changed formatting output started failing 'Check linting' on\notherwise-unchanged trees -- lint was passing or failing depending only\non when the job happened to run.\n\nPin both to the current versions (the ones the tree is already formatted\nfor) so linting is reproducible. Bump them deliberately, together with a\ntree-wide reformat, in future.",
          "is_bot": false,
          "headline": "Pin black and isort to keep CI lint reproducible",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T16:36:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ed39f50d868d4006114be33616eca2bd3aa22a2",
          "body": "confluent.py is only importable when the ckafka extra (faust[ckafka]) is\ninstalled, which the CI test environment does not do -- so its tests are\nskipped there and the file shows as 0% covered, dragging project/patch\ncoverage down. Omit it from coverage like the memory driver already is;\nthe driver's own tests still run wherever confluent-kafka is available.",
          "is_bot": false,
          "headline": "Exclude optional confluent driver from coverage",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a175c215b6206e44af975275c18009886255a4b7",
          "body": "confluent-kafka is an optional extra (faust[ckafka]) and is not part of\nrequirements/test.txt, so it is absent in the CI test matrix. The test\nmodule imports the driver (which imports confluent_kafka) at import time,\nwhich turned every matrix job into a collection error. Guard the module\nwith pytest.importorskip('confluent_kafka') so it skips cleanly when the\noptional dependency is unavailable, and runs in full where it is.",
          "is_bot": false,
          "headline": "Skip confluent driver tests when confluent-kafka is not installed",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21994eb50b30b5fee014e1b7af6e79708b526085",
          "body": "Consumer.create_topic() computed retention as\nint(want_seconds(retention) * 1000.0) unconditionally, so the default\nretention=None raised TypeError (None * 1000.0) whenever a topic was\ndeclared without an explicit retention. Guard the conversion the same way\nthe aiokafka driver does (pass None through), and add a regression test.",
          "is_bot": false,
          "headline": "Fix crash in confluent Consumer.create_topic with no retention",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba2b4962c011d439d33481f1a1b8c9c25879915c",
          "body": "The previous tests/unit/transport/drivers/test_confluent.py (~1375 lines)\nwas copied wholesale from the aiokafka test suite and asserted against\nmethods the confluent driver never had (_fetch_records, _max_poll_records,\ntransactional producer methods that raise NotImplementedError, ...), so\n60 of 85\n[…]\nonfluent_kafka Consumer/Producer mocked so no broker is\nneeded. 56 tests, all passing, runs in <1s. Includes a regression guard\nthat AsyncConsumer construction never calls the removed io_event_enable.",
          "is_bot": false,
          "headline": "Rewrite confluent driver tests against the real driver API",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:43:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5bdd8d3abcfa742b8ac7bdab486466a7a866b8eb",
          "body": "The driver depended on Consumer.io_event_enable(), an eventfd-based\nnotification API that only exists in the unmerged 2022 fork\nstephan-hof/confluent-kafka-python@features/io_event_enable and is\nabsent from every released confluent-kafka. This made faust[ckafka]\ninstall an abandoned personal fork an\n[…]\nl behavior changes.\n\nPoint requirements/extras/ckafka.txt at the official\nconfluent-kafka>=2.0.0 release, and drop the now-unused os, struct and\nweakref imports plus a dead cast in Consumer.on_stop().",
          "is_bot": false,
          "headline": "Make confluent driver work with released confluent-kafka",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:30:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eb323f24ad59009ab610d2b41cdf8d5b366bd549",
          "body": "Resolve conflict in faust/transport/drivers/__init__.py by keeping the\nFactoryMapping-based transport registry (with the confluent driver\nregistered), consistent with every other faust registry (stores, web\ncache backends, fixups) and preserving lazy driver loading so the\noptional confluent_kafka dependency is only imported when the confluent\ntransport is actually selected.",
          "is_bot": false,
          "headline": "Merge branch 'master' into readd-confluent",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:22:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47201a6a03bc843c7414326857ca316f83619921",
          "body": "aiokafka 0.13.0 removed the `api_version` parameter from both\n`AIOKafkaConsumer` and `AIOKafkaProducer`. Since faust requires\n`aiokafka>=0.10.0`, it needs to handle both old and new versions.\n\nThis adds a version check and conditionally includes `api_version`\nonly when running with aiokafka < 0.13.0.\n\nFixes #672\n\nCo-authored-by: nightcityblade <nightcityblade@gmail.com>",
          "is_bot": false,
          "headline": "fix: support aiokafka 0.13.0 which removed api_version parameter (#674)",
          "author_name": "nightcityblade",
          "author_login": "nightcityblade",
          "committed_at": "2026-03-30T11:29:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff75c0be3d784d28b9f69ba3ea94be769b151b89",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#647)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-22T16:54:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "190b207f27b29fa14f241101ded5abbdb4b34f06",
          "body": "* EOL support for Python 3.8\r\n\r\n* Remove Python 3.8 from python-package.yml",
          "is_bot": false,
          "headline": "EOL support for Python 3.8 (#650)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-22T16:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af0ed799d1f67c817e60e9fe5484ef74a6f91067",
          "body": "This will allow us to start making releases again.",
          "is_bot": false,
          "headline": "Update handling of artifacts in python-package.yml (#649)",
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          "body": "* #601 - Adding on_clear handlers to Table and ChangeloggedSet\r\n\r\n* Fix formatting\r\n\r\n* Fix formatting",
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          "headline": "Add on_clear handlers to (Global)Table and ChangeloggedSet (#645)",
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          "body": "…(#644)\n\nBumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.1.7.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4.1.7)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependen\n[…]\ndownload-artifact\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 3 to 4.1.7 in /.github/workflows …",
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          "body": "This reverts commit 1afa21434620242a0235a38cc0d48ba157720c16.",
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          "headline": "Revert \"Add override_logging argument to Worker (#634) (#636)\"",
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          "headline": "Remove loop argument from `aiokafka` driver (#641)",
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          "body": "…m version to v0.10.0 (#639)",
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          "headline": "rename to topic_errors for newer versions of aiokafka and bump minimu…",
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          "headline": "Update python-package.yml to build wheels on macos-13 and macos-14",
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          "headline": "Set 3.12 support to experimental in python-package.yml while aredis g…",
          "author_name": "William Barnhart",
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          "headline": "fix: aiokafka `0.11.0` error when creating topics (#631)",
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          "body": "* skip consistency test since it's broken anyway\r\n\r\n* skip specific unit tests if pypy\r\n\r\n* conditionally disable functional streams tests on pypy\r\n\r\n* update lock acquisition for logging in newer python versions\r\n\r\n* revert breaking change with timestamp\r\n\r\n* fix remaining test\r\n\r\n* lint files",
          "is_bot": false,
          "headline": "Skip some PyPy tests and revert breaking poll_at timestamp change (#621)",
          "author_name": "William Barnhart",
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          "body": "* Check if pytest<8.1 could fix\r\n\r\n* Update test.txt",
          "is_bot": false,
          "headline": "Pin pytest<8 to fix Python 3.11 tests (#619)",
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          "headline": "Fix disabled aiokafka unit tests (#610)",
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          "headline": "remove humanization conversion",
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          "is_bot": false,
          "headline": "Pull in hopping window table fix (#412)",
          "author_name": "William Barnhart",
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          "is_bot": false,
          "headline": "Fix imports from updates in mode-streaming~=0.4.0 (#618)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
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          "headline": "Rollback upload and download artifacts to v3 in python-package.yml",
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          "body": "* Use registry passed to `setup_prometheus_sensors` to generate metric view\r\n\r\n* refactor: import `web` once",
          "is_bot": false,
          "headline": "Fix prometheus registry (#613)",
          "author_name": "Krzysztof Sulejczak",
          "author_login": "krzysieksulejczak",
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          "headline": "fix: serialize (named)tuple when using orjson (#612)",
          "author_name": "Zev Isert",
          "author_login": "zevisert",
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        {
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          "body": "Co-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": false,
          "headline": "bugfix: Fix cython stream_event_in to match python impl (#608)",
          "author_name": "Timothy Thomas",
          "author_login": "Tim-Thomas",
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        {
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          "is_bot": false,
          "headline": "Run black and fix setup.cfg to add E701 and E704 to flake8 ignore (#609)",
          "author_name": "Timothy Thomas",
          "author_login": "Tim-Thomas",
          "committed_at": "2024-02-16T20:32:41Z",
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        {
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          "body": null,
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          "headline": "enable kafka static-partition-assignment (KIP-345) (#600)",
          "author_name": "Marco Moser",
          "author_login": "Mopsgeschwindigkeit",
          "committed_at": "2024-01-11T14:05:08Z",
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          "body": null,
          "is_bot": false,
          "headline": "Revert to upload-artifact v3 in python-package.yml",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-01-03T21:53:05Z",
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        {
          "oid": "1f1f7595c3d1601e61c46a2c05430f1c68660630",
          "body": "* Update agent.py to call loop.create_task rather than asyncio.Task\r\n\r\nCredit goes to @samtx for finding this solution for https://github.com/faust-streaming/faust/issues/175#issuecomment-1177730361\r\n\r\n* Update agent.py\r\n\r\nCo-authored-by: Sam Friedman <samtx@outlook.com>\r\n\r\n* Fix linting in agent.py\n[…]\nt test to check awaitable task creation\r\n\r\n* Linting and formatting\r\n\r\n---------\r\n\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>\r\nCo-authored-by: Sam Friedman <sam.friedman@he360.com>",
          "is_bot": false,
          "headline": "Use `loop.create_task()` for agent tasks (#598)",
          "author_name": "Sam Friedman",
          "author_login": "samtx",
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          "is_bot": false,
          "headline": "Add example for medium/large projects in FastAPI (#595)",
          "author_name": "duduru",
          "author_login": "hgalytoby",
          "committed_at": "2023-12-28T04:10:33Z",
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          "oid": "38121584fa0fe971c36fa53fd537b3c73a970cc2",
          "body": "Bumps [actions/upload-pages-artifact](https://github.com/actions/upload-pages-artifact) from 2 to 3.\r\n- [Release notes](https://github.com/actions/upload-pages-artifact/releases)\r\n- [Commits](https://github.com/actions/upload-pages-artifact/compare/v2...v3)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependenc\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-pages-artifact from 2 to 3 (#593)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-19T19:01:06Z",
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          "oid": "66fd6ba8b949e434285cfea53a26b03a6a50dcf4",
          "body": "Bumps [actions/deploy-pages](https://github.com/actions/deploy-pages) from 3 to 4.\r\n- [Release notes](https://github.com/actions/deploy-pages/releases)\r\n- [Commits](https://github.com/actions/deploy-pages/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/deploy-pages\r\n  depe\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/deploy-pages from 3 to 4 (#592)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-19T18:53:28Z",
          "body_truncated": true,
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        {
          "oid": "73fe3e1ceeb8e123fed1531af225f85124e815d8",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 3 to 4.\r\n- [Release notes](https://github.com/actions/upload-artifact/releases)\r\n- [Commits](https://github.com/actions/upload-artifact/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/upload-a\n[…]\n\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\r\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 3 to 4 (#590)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:39:37Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "0628117ae03da7a687cc45f5b7917d04ce96d0b7",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 3 to 4 (#589)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:30:21Z",
          "body_truncated": true,
          "is_coding_agent": false
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        {
          "oid": "df20a17715ef3f381f455b2c6f570300baa51665",
          "body": "Bumps [github/codeql-action](https://github.com/github/codeql-action) from 2 to 3.\r\n- [Release notes](https://github.com/github/codeql-action/releases)\r\n- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/github/codeql-action/compare/v2...v3)\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump github/codeql-action from 2 to 3 (#588)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T00:08:03Z",
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        {
          "oid": "a0de3738b3f33f8679dede2a53113d59af36f837",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 4 to 5 (#585)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-09T01:27:38Z",
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        {
          "oid": "1f68fa2ce5f719e4640f1d8cf52a0323cf272cec",
          "body": "… /requirements (#583)\n\n* Update aiokafka requirement in /requirements\n\nUpdates the requirements on [aiokafka](https://github.com/aio-libs/aiokafka) to permit the latest version.\n- [Release notes](https://github.com/aio-libs/aiokafka/releases)\n- [Changelog](https://github.com/aio-libs/aiokafka/blob/\n[…]\n-\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": true,
          "headline": "Update aiokafka requirement from <0.9.0,>=0.8.0 to >=0.8.0,<0.10.0 in…",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-09T01:27:15Z",
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        {
          "oid": "3554266e666df073d0d39a525aa61104655a33b3",
          "body": "* Add official support for Python 3.12\n\n* commit remaining lint changes",
          "is_bot": false,
          "headline": "Add official support for Python 3.12 (#587)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2023-12-09T00:51:48Z",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
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            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
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          {
            "name": "License",
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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          {
            "name": "Packaging",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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          {
            "name": "SAST",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
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            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "reason": "no releases found",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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                "key": "watchers",
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            "note": null,
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            "inputs": {
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                "key": "readme",
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                "key": "commit_distribution",
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                "points": 13.5,
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                "max_points": 13.5
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                "key": "openssf_scorecard_contributors",
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            "note": null,
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                      "share": 61
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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            "key": "stewardship",
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            "note": null,
            "notes": [],
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            "inputs": {
              "followers": 18,
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              "owner_login": "faust-streaming",
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            "components": [
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                "key": "verified_domain",
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                "key": "owner_reach",
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                "key": "track_record",
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          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "ecosystems": "pypi",
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                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://faust-streaming.github.io/faust/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.7
            },
            "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": "25 out of 25 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 1/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 19 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": "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": 2.2,
                "status": "partial",
                "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",
                "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 not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "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 4 resolved dependencies against OSV; 73 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 4
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 73
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 73,
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 4,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.844,
              "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": "76 of 90 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 76,
                      "sampled": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "faust/py.typed"
              ],
              "agent_commit_share": 0.16,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.1
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "faust/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "faust/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "16 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "10 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "sampled": 100
                    }
                  }
                ],
                "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": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 83007,
              "source_files_sampled": 411,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (faust/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "faust/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/411 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 411,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T17:55:28.940367Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/faust-streaming/faust.svg",
  "full_name": "faust-streaming/faust",
  "license_state": "custom",
  "license_spdx": null
}

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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.

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