Öffentliches Register
Software-GesundheitsberichtSchema 0.11.0 · Metriken 1.13.0 · 2026-07-17 03:08 UTC

airbytehq / airbyte-python-cdk

The Python CDK empowers hundreds of Airbyte connectors, including low-code and no-code connectors.

PythonMIT★ 25 Sterne⑂ 48 Forksseit Nov. 2024Auf GitHub ansehen ↗

airbytehq/airbyte-python-cdk erreicht einen Gesundheitsindex von 79 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (94/100) ab, am schwächsten bei AI Readiness (45/100). Zuletzt vor 1 Tag aktualisiert. 6 Mitwirkende tragen den Großteil der jüngsten Arbeit.

79
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.

79
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

AirbyteOrganisation
1.025 Follower64 öffentliche Reposseit Jan. 2020

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIairbyte-cdk7.23.62.791.8701.223vor 1 Tagairbyteconnector-development-kitcdk

Metriken nach Kategorie

Vitalität

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

94Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 1 Tagen
31.8/36Commit-Rhythmus — 46/52 Wochen mit Commits
18/18Commit-Volumen — 169 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year169
human_commit_share
days_since_last_push1
active_weeks_last_year46
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 100 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 1 Tagen
27/27Release-Rhythmus — ein Release etwa alle 4,3 Tage
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Verwendete Eingangsdaten
releases_count100
latest_release_tagv7.23.6
releases_from_tagsnein
days_since_latest_release1
mean_days_between_releases4,3

Community & Verbreitung

Hat das Projekt Nutzer, Downloads, Aufmerksamkeit und ein einladendes Umfeld für Beitragende?

65Mittel · 18 % des Gesamtindex
Wie die Bewertung erfolgt
22.4/60Stars — 25 Stars
13.9/25Forks — 48 Forks
2.7/15Watcher — 4 Watcher
Verwendete Eingangsdaten
forks48
stars25
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Wie die Bewertung erfolgt
22.5/22.5README
22.5/22.5Lizenz — anerkannte Lizenz (MIT)
18/18CONTRIBUTING-Leitfaden
0/13.5Verhaltenskodex
0/7.2Issue-Vorlage
0/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templatenein
Wie die Bewertung erfolgt
80/80Downloads pro Monat — 2.791.870 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesairbyte-cdk
dependents
ecosystemspypi
total_downloads
monthly_downloads2.791.870
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?

82Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
48.6/54Bus-Faktor — 6 Beitragende decken die Hälfte aller Commits ab
19.2/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 14 % der Commits
13.5/13.5Breite der Beitragenden — 97 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 21 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor6
contributors_sampled97
top_contributor_share0,145
Wie die Bewertung erfolgt
21.9/46.8Issue-Lösungsquote — 47 % der Issues geschlossen
26.2/38.3PR-Annahme — 556/811 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs556
open_issues43
closed_issues38
issue_closed_ratio0,469
closed_unmerged_prs255
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
21.6/25Reichweite des Inhabers — 1.025 Follower von airbytehq
25/25Kontohistorie — 64 öffentliche Repos, Kontoalter ca. 6 Jahre
Verwendete Eingangsdaten
followers1.025
owner_typeOrganization
is_verified
owner_loginairbytehq
public_repos64
account_age_days2.378

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 1 Tagen
20/20Versionshistorie — 1.223 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesairbyte-cdk
ecosystemspypi
any_deprecatednein
min_days_since_publish1

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

88Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 20 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration — ruff.toml
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Verwendete Eingangsdaten
has_cija
has_testsja
has_editorconfignein
has_linter_configja
has_precommit_configja
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://airbytehq.github.io/airbyte-python-cdk/
10/10Repository-Beschreibung
0/10Topics
0/10Wiki
Verwendete Eingangsdaten
topics
has_wikinein
homepagehttps://airbytehq.github.io/airbyte-python-cdk/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

58Mittel · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 21 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
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 26 commit(s) and 0 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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 111 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5,8

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.

45Gefährdet · 0 % des Gesamtindex
Wie die Bewertung erfolgt
0/45Agentenanweisungen — keine CLAUDE.md / AGENTS.md / Editor-Regeln
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
0/18Bootstrap mit einem Befehl
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration — ruff.toml
11/11Statische Typprüfung — airbyte_cdk/py.typed, mypy.ini
10/10Reproduzierbare Umgebung — Dockerfile, lockfile
0/10Belegte Agentenpraxis — keine Daten
5/8Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilespackage-lock.json, poetry.lock
has_dockerfileja
typed_languagenein
bootstrap_files
has_devcontainernein
has_linter_configja
typecheck_configsairbyte_cdk/py.typed, mypy.ini
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Belegte Agentenpraxis. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
27/45Typprüfbarer Code — Python mit Typprüfungs-Konfiguration (airbyte_cdk/py.typed, mypy.ini)
54.1/55Handhabbare Dateigrößen — 13/778 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes231.890
source_files_sampled778
oversized_source_files13
Wie die Bewertung erfolgt
40/40API-Schema (OpenAPI/GraphQL/proto) — airbyte_cdk/manifest_server/openapi.yaml
0/20MCP-Server
0/40Lauffähige Beispiele
Verwendete Eingangsdaten
example_dirs
has_mcp_signalnein
api_schema_filesairbyte_cdk/manifest_server/openapi.yaml

Eckdaten

25GitHub-Sterne
97Mitwirkende
169Commits, letzte 12 Monate
1Tage seit letztem Push
100Releases
6Bus-Faktor
43offene Issues
npm, PyPIPaket-Ökosysteme

Weitere Details

OpenSSF Scorecard 5.8 / 10
5.8Gesamtwert

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 · 2026-07-17 03:07 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 21 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained26 commit(s) and 0 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
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities111 existing vulnerabilities detected
Direkte Abhängigkeiten 65
RegistryPaketVersionsvorgabeManifest
npmprettier^3.3.3package.json
PyPIairbyte-protocol-models-dataclasses^0.17.1pyproject.toml
PyPIbackoff*pyproject.toml
PyPIboltons^25.0.0pyproject.toml
PyPIcachetools*pyproject.toml
PyPIclick^8.1.8pyproject.toml
PyPIdpath^2.1.6pyproject.toml
PyPIdunamai^1.22.0pyproject.toml
PyPIgenson1.3.0pyproject.toml
PyPIgoogle-cloud-secret-manager^2.17.0pyproject.toml
PyPIisodate~0.6.1pyproject.toml
PyPIJinja2~3.1.2pyproject.toml
PyPIjsonref^1pyproject.toml
PyPIjsonschema>=4.17.3,<5.0pyproject.toml
PyPIpackaging*pyproject.toml
PyPIreferencing>=0.36.2pyproject.toml
PyPIpandas2.2.3pyproject.toml
PyPIpydantic^2.7pyproject.toml
PyPIpyrate-limiter~3.1.0pyproject.toml
PyPIpython-dateutil^2.9.0pyproject.toml
PyPIpython-ulid^3.0.0pyproject.toml
PyPIPyYAML^6.0.1pyproject.toml
PyPIrapidfuzz^3.10.1pyproject.toml
PyPIrequests*pyproject.toml
PyPIrequests_cache*pyproject.toml
PyPIrich*pyproject.toml
PyPIrich-click^1.8.8pyproject.toml
PyPItyping-extensions*pyproject.toml
PyPIwcmatch10.0pyproject.toml
PyPIavro>=1.11.2,<1.13.0pyproject.toml
PyPIcohere>=4.21,<6.0.0pyproject.toml
PyPIfastavro>=1.11.0,<2.0.0pyproject.toml
PyPIlangchain_community^0.4pyproject.toml
PyPIlangchain_core^1.2.5pyproject.toml
PyPIlangchain_text_splitters^1.0.0pyproject.toml
PyPImarkdown*pyproject.toml
PyPIopenai0.27.9pyproject.toml
PyPIpdf2image1.16.3pyproject.toml
PyPIpdfminer.six20221105pyproject.toml
PyPIpyarrow^19.0.0pyproject.toml
PyPIpytesseract0.3.10pyproject.toml
PyPIpython-calamine0.2.3pyproject.toml
PyPIopenpyxl^3.1.0pyproject.toml
PyPIpython-snappy0.7.3pyproject.toml
PyPItiktoken0.8.0pyproject.toml
PyPInltk3.9.1pyproject.toml
PyPIunstructured0.10.27pyproject.toml
PyPIunstructured.pytesseract>=0.3.12pyproject.toml
PyPIpyjwt^2.8.0pyproject.toml
PyPIcryptography>=44.0.0,!=45.0.0,!=45.0.1pyproject.toml
PyPIpytz>=2024.2pyproject.toml
PyPIpytest^7pyproject.toml
PyPIorjson^3.10.7pyproject.toml
PyPIijson^3.3.0pyproject.toml
PyPIserpyco-rs^1.10.2pyproject.toml
PyPIsqlalchemy^2.0,!=2.0.36pyproject.toml
PyPIfastapi>=0.116.1pyproject.toml
PyPIuvicorn>=0.35.0pyproject.toml
PyPIddtrace^3pyproject.toml
PyPIxmltodict>=0.13,<0.15pyproject.toml
PyPIanyascii^0.3.2pyproject.toml
PyPIwhenever>=0.7.3,<0.9.0pyproject.toml
PyPIsetuptools^80.9.0pyproject.toml
PyPIunidecode^1.3.8pyproject.toml
PyPIdateparser^1.2.2pyproject.toml
Alle Abhängigkeiten 223

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 65 direkte und 158 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
npmprettier3.3.3direkt
PyPIairbyte-protocol-models-dataclasses0.17.1direkt
PyPIanyascii0.3.2direkt
PyPIavro1.12.0direkt
PyPIbackoff2.2.1direkt
PyPIboltons25.0.0direkt
PyPIcachetools5.5.1direkt
PyPIclick8.1.8direkt
PyPIcohere5.16.1direkt
PyPIcryptography49.0.0direkt
PyPIdateparser1.2.2direkt
PyPIddtrace3.16.0direkt
PyPIdpath2.2.0direkt
PyPIdunamai1.23.0direkt
PyPIfastapi0.116.1direkt
PyPIfastavro1.11.1direkt
PyPIgenson1.3.0direkt
PyPIgoogle-cloud-secret-manager2.23.3direkt
PyPIijson3.5.0direkt
PyPIisodate0.6.1direkt
PyPIjinja23.1.6direkt
PyPIjsonref1.1.0direkt
PyPIjsonschema4.25.1direkt
PyPIlangchain-community0.4direkt
PyPIlangchain-core1.2.6direkt
PyPIlangchain-text-splitters1.0.0direkt
PyPImarkdown3.7direkt
PyPInltk3.9.1direkt
PyPIopenai0.27.9direkt
PyPIopenpyxl3.1.5direkt
PyPIorjson3.10.15direkt
PyPIpackaging23.2direkt
PyPIpandas2.2.3direkt
PyPIpdf2image1.16.3direkt
PyPIpdfminer-six20221105direkt
PyPIpyarrow19.0.1direkt
PyPIpydantic2.10.5direkt
PyPIpyjwt2.10.1direkt
PyPIpyrate-limiter3.1.1direkt
PyPIpytesseract0.3.10direkt
PyPIpytest7.4.4direkt
PyPIpython-calamine0.2.3direkt
PyPIpython-dateutil2.9.0.post0direkt
PyPIpython-snappy0.7.3direkt
PyPIpython-ulid3.0.0direkt
PyPIpytz2026.2direkt
PyPIpyyaml6.0.2direkt
PyPIrapidfuzz3.11.0direkt
PyPIreferencing0.36.2direkt
PyPIrequests2.32.5direkt
PyPIrequests-cache1.2.1direkt
PyPIrich13.9.4direkt
PyPIrich-click1.8.8direkt
PyPIserpyco-rs1.13.0direkt
PyPIsetuptools80.9.0direkt
PyPIsqlalchemy2.0.37direkt
PyPItiktoken0.8.0direkt
PyPItyping-extensions4.13.2direkt
PyPIunidecode1.4.0direkt
PyPIunstructured0.10.27direkt
PyPIunstructured-pytesseract0.3.13direkt
PyPIuvicorn0.35.0direkt
PyPIwcmatch10.0direkt
PyPIwhenever0.8.8direkt
PyPIxmltodict0.14.2direkt
PyPIaiohappyeyeballs2.4.4indirekt
PyPIaiohttp3.11.11indirekt
PyPIaiosignal1.3.2indirekt
PyPIannotated-types0.7.0indirekt
PyPIanyio4.9.0indirekt
PyPIasync-timeout4.0.3indirekt
PyPIasyncio3.4.3indirekt
PyPIattributes-doc0.4.0indirekt
PyPIattrs24.3.0indirekt
PyPIbeartype0.21.0indirekt
PyPIbeautifulsoup44.12.3indirekt
PyPIbracex2.5.post1indirekt
PyPIbytecode0.16.2indirekt
PyPIcattrs25.2.0indirekt
PyPIcertifi2024.12.14indirekt
PyPIcffi2.0.0indirekt
PyPIchardet5.2.0indirekt
PyPIcharset-normalizer3.4.1indirekt
PyPIcolorama0.4.6indirekt
PyPIcontourpy1.3.1indirekt
PyPIcoverage7.6.10indirekt
PyPIcramjam2.9.1indirekt
PyPIcycler0.12.1indirekt
PyPIdagger-io0.19.0indirekt
PyPIdataclasses-json0.6.7indirekt
PyPIdeptry0.23.0indirekt
PyPIemoji2.14.1indirekt
PyPIenvier0.6.1indirekt
PyPIet-xmlfile2.0.0indirekt
PyPIexceptiongroup1.3.0indirekt
PyPIfilelock3.18.0indirekt
PyPIfiletype1.2.0indirekt
PyPIflake86.1.0indirekt
PyPIfonttools4.55.4indirekt
PyPIfreezegun1.5.1indirekt
PyPIfrozenlist1.5.0indirekt
PyPIfsspec2025.7.0indirekt
PyPIgoogle-api-core2.24.2indirekt
PyPIgoogle-auth2.39.0indirekt
PyPIgoogleapis-common-protos1.70.0indirekt
PyPIgql4.0.0indirekt
PyPIgraphql-core3.2.6indirekt
PyPIgreenlet3.1.1indirekt
PyPIgrpc-google-iam-v10.14.2indirekt
PyPIgrpcio1.71.0indirekt
PyPIgrpcio-status1.62.3indirekt
PyPIh110.16.0indirekt
PyPIhf-xet1.1.5indirekt
PyPIhttpcore1.0.9indirekt
PyPIhttpx0.28.1indirekt
PyPIhttpx-sse0.4.0indirekt
PyPIhuggingface-hub0.34.3indirekt
PyPIidna3.10indirekt
PyPIimportlib-metadata8.7.0indirekt
PyPIiniconfig2.0.0indirekt
PyPIjoblib1.4.2indirekt
PyPIjsonpatch1.33indirekt
PyPIjsonpointer3.0.0indirekt
PyPIjsonschema-specifications2025.4.1indirekt
PyPIkiwisolver1.4.8indirekt
PyPIlangchain-classic1.0.0indirekt
PyPIlangdetect1.0.9indirekt
PyPIlangsmith0.4.37indirekt
PyPIlegacy-cgi2.6.3indirekt
PyPIlinkify-it-py2.0.3indirekt
PyPIlxml5.3.0indirekt
PyPImarkdown-it-py3.0.0indirekt
PyPImarkupsafe3.0.2indirekt
PyPImarshmallow3.25.1indirekt
PyPImatplotlib3.10.0indirekt
PyPImccabe0.7.0indirekt
PyPImdit-py-plugins0.4.2indirekt
PyPImdurl0.1.2indirekt
PyPImemray1.15.0indirekt
PyPImultidict6.1.0indirekt
PyPImypy1.14.1indirekt
PyPImypy-extensions1.0.0indirekt
PyPInumpy1.26.4indirekt
PyPIopentelemetry-api1.36.0indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.36.0indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.36.0indirekt
PyPIopentelemetry-instrumentation0.57b0indirekt
PyPIopentelemetry-instrumentation-logging0.57b0indirekt
PyPIopentelemetry-proto1.36.0indirekt
PyPIopentelemetry-sdk1.36.0indirekt
PyPIopentelemetry-semantic-conventions0.57b0indirekt
PyPIpandas-stubs2.2.3.241126indirekt
PyPIpastel0.2.1indirekt
PyPIpdoc15.0.1indirekt
PyPIpillow11.1.0indirekt
PyPIplatformdirs4.3.6indirekt
PyPIplotly5.24.1indirekt
PyPIpluggy1.5.0indirekt
PyPIpoethepoet0.24.4indirekt
PyPIpropcache0.2.1indirekt
PyPIproto-plus1.26.1indirekt
PyPIprotobuf5.29.4indirekt
PyPIpyasn10.6.1indirekt
PyPIpyasn1-modules0.4.2indirekt
PyPIpycodestyle2.11.1indirekt
PyPIpycparser2.22indirekt
PyPIpydantic-core2.27.2indirekt
PyPIpydantic-settings2.11.0indirekt
PyPIpyflakes3.1.0indirekt
PyPIpygments2.19.1indirekt
PyPIpympler1.1indirekt
PyPIpyparsing3.2.1indirekt
PyPIpyproject-flake86.1.0indirekt
PyPIpytest-cov6.0.0indirekt
PyPIpytest-httpserver1.1.1indirekt
PyPIpytest-memray1.7.0indirekt
PyPIpytest-mock3.14.0indirekt
PyPIpython-docx1.1.2indirekt
PyPIpython-dotenv1.1.1indirekt
PyPIpython-iso6392024.10.22indirekt
PyPIpython-magic0.4.27indirekt
PyPIpython-pptx0.6.21indirekt
PyPIpywin32308indirekt
PyPIregex2024.11.6indirekt
PyPIrequests-mock1.12.1indirekt
PyPIrequests-toolbelt1.0.0indirekt
PyPIrequirements-parser0.11.0indirekt
PyPIrpds-py0.27.1indirekt
PyPIrsa4.9.1indirekt
PyPIruff0.11.5indirekt
PyPIscikit-learn1.6.1indirekt
PyPIscipy1.15.1indirekt
PyPIsix1.17.0indirekt
PyPIsniffio1.3.1indirekt
PyPIsoupsieve2.6indirekt
PyPIstarlette0.47.3indirekt
PyPItabulate0.9.0indirekt
PyPItenacity8.5.0indirekt
PyPItextual1.0.0indirekt
PyPIthreadpoolctl3.5.0indirekt
PyPItokenizers0.21.4indirekt
PyPItomli2.2.1indirekt
PyPItqdm4.67.1indirekt
PyPItypes-cachetools5.5.0.20240820indirekt
PyPItypes-python-dateutil2.9.0.20241206indirekt
PyPItypes-pytz2024.2.0.20241221indirekt
PyPItypes-pyyaml6.0.12.20241230indirekt
PyPItypes-requests2.32.0.20241016indirekt
PyPItypes-setuptools75.8.2.20250305indirekt
PyPItyping-inspect0.9.0indirekt
PyPItyping-inspection0.4.2indirekt
PyPItzdata2025.1indirekt
PyPItzlocal5.3.1indirekt
PyPIuc-micro-py1.0.3indirekt
PyPIurl-normalize1.4.3indirekt
PyPIurllib32.3.0indirekt
PyPIuuid-utils0.13.0indirekt
PyPIwerkzeug3.1.3indirekt
PyPIwrapt1.17.3indirekt
PyPIxlsxwriter3.2.0indirekt
PyPIyarl1.18.3indirekt
PyPIzipp3.23.0indirekt
PyPIzstandard0.25.0indirekt
JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 18605,
      "has_wiki": false,
      "homepage": "https://airbytehq.github.io/airbyte-python-cdk/",
      "languages": {
        "Shell": 384,
        "Python": 6259997,
        "Dockerfile": 3142
      },
      "pushed_at": "2026-07-15T13:36:50Z",
      "created_at": "2024-11-10T00:58:50Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-15T12:13:09Z",
      "description": "The Python CDK empowers hundreds of Airbyte connectors, including low-code and no-code connectors.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://airbyte.io",
      "name": "Airbyte",
      "type": "Organization",
      "login": "airbytehq",
      "company": null,
      "location": "United States of America",
      "followers": 1025,
      "avatar_url": "https://avatars.githubusercontent.com/u/59758427?v=4",
      "created_at": "2020-01-11T06:27:48Z",
      "is_verified": null,
      "public_repos": 64,
      "account_age_days": 2378
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 169,
      "latest_release_at": "2026-07-15T12:16:54Z",
      "latest_release_tag": "v7.23.6",
      "releases_from_tags": false,
      "days_since_last_push": 1,
      "active_weeks_last_year": 46,
      "days_since_latest_release": 1,
      "mean_days_between_releases": 4.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "airbyte-cdk",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "airbyte",
            "connector-development-kit",
            "cdk",
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Scientific/Engineering",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/airbyte-cdk/",
          "is_deprecated": false,
          "latest_version": "7.23.6",
          "repository_url": "https://github.com/airbytehq/airbyte-python-cdk",
          "versions_count": 1223,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 2791870,
          "first_published_at": "2021-05-09T01:19:37.998212Z",
          "latest_published_at": "2026-07-15T12:17:51.294731Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 1
        }
      ]
    },
    "popularity": {
      "forks": 48,
      "stars": 25,
      "watchers": 4,
      "open_issues_and_prs": 213
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [
        "airbyte_cdk/manifest_server/openapi.yaml"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [
        "airbyte_cdk/py.typed",
        "mypy.ini"
      ],
      "largest_source_bytes": 231890,
      "source_files_sampled": 778,
      "oversized_source_files": 13,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "package.json",
        "pyproject.toml"
      ],
      "ecosystems": [
        "npm",
        "pypi"
      ],
      "dependencies": [
        {
          "name": "prettier",
          "manifest": "package.json",
          "ecosystem": "npm",
          "version_constraint": "^3.3.3"
        },
        {
          "name": "airbyte-protocol-models-dataclasses",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.17.1"
        },
        {
          "name": "backoff",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "boltons",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^25.0.0"
        },
        {
          "name": "cachetools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^8.1.8"
        },
        {
          "name": "dpath",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.1.6"
        },
        {
          "name": "dunamai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.22.0"
        },
        {
          "name": "genson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "1.3.0"
        },
        {
          "name": "google-cloud-secret-manager",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.17.0"
        },
        {
          "name": "isodate",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~0.6.1"
        },
        {
          "name": "Jinja2",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~3.1.2"
        },
        {
          "name": "jsonref",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1"
        },
        {
          "name": "jsonschema",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.17.3,<5.0"
        },
        {
          "name": "packaging",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "referencing",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.36.2"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "2.2.3"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.7"
        },
        {
          "name": "pyrate-limiter",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~3.1.0"
        },
        {
          "name": "python-dateutil",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.9.0"
        },
        {
          "name": "python-ulid",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.0.0"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^6.0.1"
        },
        {
          "name": "rapidfuzz",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.10.1"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "requests_cache",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "rich-click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.8.8"
        },
        {
          "name": "typing-extensions",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "wcmatch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "10.0"
        },
        {
          "name": "avro",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.11.2,<1.13.0"
        },
        {
          "name": "cohere",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.21,<6.0.0"
        },
        {
          "name": "fastavro",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.11.0,<2.0.0"
        },
        {
          "name": "langchain_community",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.4"
        },
        {
          "name": "langchain_core",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.2.5"
        },
        {
          "name": "langchain_text_splitters",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.0.0"
        },
        {
          "name": "markdown",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "*"
        },
        {
          "name": "openai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.27.9"
        },
        {
          "name": "pdf2image",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "1.16.3"
        },
        {
          "name": "pdfminer.six",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "20221105"
        },
        {
          "name": "pyarrow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^19.0.0"
        },
        {
          "name": "pytesseract",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.3.10"
        },
        {
          "name": "python-calamine",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.2.3"
        },
        {
          "name": "openpyxl",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.1.0"
        },
        {
          "name": "python-snappy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.7.3"
        },
        {
          "name": "tiktoken",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.8.0"
        },
        {
          "name": "nltk",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "3.9.1"
        },
        {
          "name": "unstructured",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "0.10.27"
        },
        {
          "name": "unstructured.pytesseract",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.3.12"
        },
        {
          "name": "pyjwt",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.8.0"
        },
        {
          "name": "cryptography",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=44.0.0,!=45.0.0,!=45.0.1"
        },
        {
          "name": "pytz",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2024.2"
        },
        {
          "name": "pytest",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^7"
        },
        {
          "name": "orjson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.10.7"
        },
        {
          "name": "ijson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3.3.0"
        },
        {
          "name": "serpyco-rs",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.10.2"
        },
        {
          "name": "sqlalchemy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^2.0,!=2.0.36"
        },
        {
          "name": "fastapi",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.116.1"
        },
        {
          "name": "uvicorn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.35.0"
        },
        {
          "name": "ddtrace",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^3"
        },
        {
          "name": "xmltodict",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.13,<0.15"
        },
        {
          "name": "anyascii",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^0.3.2"
        },
        {
          "name": "whenever",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.3,<0.9.0"
        },
        {
          "name": "setuptools",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^80.9.0"
        },
        {
          "name": "unidecode",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.3.8"
        },
        {
          "name": "dateparser",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "^1.2.2"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "prettier",
            "direct": true,
            "version": "3.3.3",
            "ecosystem": "npm"
          },
          {
            "name": "airbyte-protocol-models-dataclasses",
            "direct": true,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "anyascii",
            "direct": true,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "avro",
            "direct": true,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backoff",
            "direct": true,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "boltons",
            "direct": true,
            "version": "25.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": true,
            "version": "5.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": true,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "cohere",
            "direct": true,
            "version": "5.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": true,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dateparser",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ddtrace",
            "direct": true,
            "version": "3.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dpath",
            "direct": true,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dunamai",
            "direct": true,
            "version": "1.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": true,
            "version": "0.116.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastavro",
            "direct": true,
            "version": "1.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "genson",
            "direct": true,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-cloud-secret-manager",
            "direct": true,
            "version": "2.23.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ijson",
            "direct": true,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "isodate",
            "direct": true,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": true,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonref",
            "direct": true,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": true,
            "version": "4.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-community",
            "direct": true,
            "version": "0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-core",
            "direct": true,
            "version": "1.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-text-splitters",
            "direct": true,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": true,
            "version": "3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": "3.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": true,
            "version": "0.27.9",
            "ecosystem": "pypi"
          },
          {
            "name": "openpyxl",
            "direct": true,
            "version": "3.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": "3.10.15",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": true,
            "version": "23.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pdf2image",
            "direct": true,
            "version": "1.16.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pdfminer-six",
            "direct": true,
            "version": "20221105",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "19.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.10.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": true,
            "version": "2.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyrate-limiter",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytesseract",
            "direct": true,
            "version": "0.3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": true,
            "version": "7.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "python-calamine",
            "direct": true,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": true,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-snappy",
            "direct": true,
            "version": "0.7.3",
            "ecosystem": "pypi"
          },
          {
            "name": "python-ulid",
            "direct": true,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": true,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rapidfuzz",
            "direct": true,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": true,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": "2.32.5",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-cache",
            "direct": true,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": true,
            "version": "13.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-click",
            "direct": true,
            "version": "1.8.8",
            "ecosystem": "pypi"
          },
          {
            "name": "serpyco-rs",
            "direct": true,
            "version": "1.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": true,
            "version": "80.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": true,
            "version": "2.0.37",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": true,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "unidecode",
            "direct": true,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "unstructured",
            "direct": true,
            "version": "0.10.27",
            "ecosystem": "pypi"
          },
          {
            "name": "unstructured-pytesseract",
            "direct": true,
            "version": "0.3.13",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": true,
            "version": "0.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcmatch",
            "direct": true,
            "version": "10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "whenever",
            "direct": true,
            "version": "0.8.8",
            "ecosystem": "pypi"
          },
          {
            "name": "xmltodict",
            "direct": true,
            "version": "0.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.11.11",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "4.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "asyncio",
            "direct": false,
            "version": "3.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "attributes-doc",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "24.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.12.3",
            "ecosystem": "pypi"
          },
          {
            "name": "bracex",
            "direct": false,
            "version": "2.5.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "bytecode",
            "direct": false,
            "version": "0.16.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cattrs",
            "direct": false,
            "version": "25.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2024.12.14",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "chardet",
            "direct": false,
            "version": "5.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.6.10",
            "ecosystem": "pypi"
          },
          {
            "name": "cramjam",
            "direct": false,
            "version": "2.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dagger-io",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dataclasses-json",
            "direct": false,
            "version": "0.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "deptry",
            "direct": false,
            "version": "0.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "emoji",
            "direct": false,
            "version": "2.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "envier",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "et-xmlfile",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filetype",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "flake8",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.55.4",
            "ecosystem": "pypi"
          },
          {
            "name": "freezegun",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2025.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-api-core",
            "direct": false,
            "version": "2.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.39.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.70.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gql",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphql-core",
            "direct": false,
            "version": "3.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "grpc-google-iam-v1",
            "direct": false,
            "version": "0.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.71.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio-status",
            "direct": false,
            "version": "1.62.3",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "0.34.3",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": "1.33",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.4.8",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-classic",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langdetect",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "langsmith",
            "direct": false,
            "version": "0.4.37",
            "ecosystem": "pypi"
          },
          {
            "name": "legacy-cgi",
            "direct": false,
            "version": "2.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "linkify-it-py",
            "direct": false,
            "version": "2.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "5.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": "3.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mccabe",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "memray",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "1.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "1.26.4",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.57b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-logging",
            "direct": false,
            "version": "0.57b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.57b0",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "2.2.3.241126",
            "ecosystem": "pypi"
          },
          {
            "name": "pastel",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pdoc",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "11.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.3.6",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "5.24.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.24.4",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "proto-plus",
            "direct": false,
            "version": "1.26.1",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "5.29.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycodestyle",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.22",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.27.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyflakes",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pympler",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproject-flake8",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-httpserver",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-memray",
            "direct": false,
            "version": "1.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-docx",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-iso639",
            "direct": false,
            "version": "2024.10.22",
            "ecosystem": "pypi"
          },
          {
            "name": "python-magic",
            "direct": false,
            "version": "0.4.27",
            "ecosystem": "pypi"
          },
          {
            "name": "python-pptx",
            "direct": false,
            "version": "0.6.21",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "308",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2024.11.6",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-mock",
            "direct": false,
            "version": "1.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requirements-parser",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.27.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rsa",
            "direct": false,
            "version": "4.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.11.5",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "0.47.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "8.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "textual",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.21.4",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.1",
            "ecosystem": "pypi"
          },
          {
            "name": "types-cachetools",
            "direct": false,
            "version": "5.5.0.20240820",
            "ecosystem": "pypi"
          },
          {
            "name": "types-python-dateutil",
            "direct": false,
            "version": "2.9.0.20241206",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pytz",
            "direct": false,
            "version": "2024.2.0.20241221",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pyyaml",
            "direct": false,
            "version": "6.0.12.20241230",
            "ecosystem": "pypi"
          },
          {
            "name": "types-requests",
            "direct": false,
            "version": "2.32.0.20241016",
            "ecosystem": "pypi"
          },
          {
            "name": "types-setuptools",
            "direct": false,
            "version": "75.8.2.20250305",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspect",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tzlocal",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uc-micro-py",
            "direct": false,
            "version": "1.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "url-normalize",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uuid-utils",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": false,
            "version": "3.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "xlsxwriter",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.18.3",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 223,
        "direct_count": 65,
        "indirect_count": 158
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 170,
        "merged_prs": 556,
        "open_issues": 43,
        "closed_ratio": 0.469,
        "closed_issues": 38,
        "closed_unmerged_prs": 255
      },
      "bus_factor": 6,
      "top_contributors": [
        {
          "type": "User",
          "login": "maxi297",
          "commits": 249,
          "avatar_url": "https://avatars.githubusercontent.com/u/3360483?u=82c5d3c972837fac490f752fc5e5e7b65819e8d8&v=4"
        },
        {
          "type": "User",
          "login": "girarda",
          "commits": 212,
          "avatar_url": "https://avatars.githubusercontent.com/u/1451943?u=22d6f56670594e5eb489ee30e2eed98660728a09&v=4"
        },
        {
          "type": "User",
          "login": "brianjlai",
          "commits": 134,
          "avatar_url": "https://avatars.githubusercontent.com/u/51336873?u=01019c044e1832c260fb6fc23781a749ffdee74f&v=4"
        },
        {
          "type": "User",
          "login": "aaronsteers",
          "commits": 130,
          "avatar_url": "https://avatars.githubusercontent.com/u/18150651?u=1cab78c9da714d1a1dc52b5a4c3de4a284aa51e3&v=4"
        },
        {
          "type": "User",
          "login": "artem1205",
          "commits": 88,
          "avatar_url": "https://avatars.githubusercontent.com/u/36314070?v=4"
        },
        {
          "type": "User",
          "login": "lazebnyi",
          "commits": 78,
          "avatar_url": "https://avatars.githubusercontent.com/u/53845333?u=45f9f04b18b278177652d65b51b4eccd671bf857&v=4"
        },
        {
          "type": "Bot",
          "login": "devin-ai-integration[bot]",
          "commits": 67,
          "avatar_url": "https://avatars.githubusercontent.com/in/811515?v=4"
        },
        {
          "type": "User",
          "login": "clnoll",
          "commits": 60,
          "avatar_url": "https://avatars.githubusercontent.com/u/5257313?u=da20dceafd5e0552421ff5b18fb5e47060262f81&v=4"
        },
        {
          "type": "User",
          "login": "pnilan",
          "commits": 50,
          "avatar_url": "https://avatars.githubusercontent.com/u/6109223?u=a48445a1eff7fc892d6a13dcfad0e60e1b1931f9&v=4"
        },
        {
          "type": "User",
          "login": "tolik0",
          "commits": 45,
          "avatar_url": "https://avatars.githubusercontent.com/u/35109939?u=1fea50a63f63ee1bca6a42b186e11fcf8af010f6&v=4"
        }
      ],
      "contributors_sampled": 97,
      "top_contributor_share": 0.145
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "auto_merge_notification.yml",
        "autofix-command.yml",
        "connector-tests.yml",
        "docker-build-check.yml",
        "label-community-prs.yml",
        "pdoc_preview.yml",
        "pdoc_publish.yml",
        "poe-command.yml",
        "poetry-lock-command.yml",
        "prerelease-command.yml",
        "publish.yml",
        "pytest_fast.yml",
        "pytest_matrix.yml",
        "python_dependency_analysis.yml",
        "python_lint.yml",
        "release_drafter.yml",
        "semantic_pr_check.yml",
        "slash_command_dispatch.yml",
        "test-command.yml",
        "welcome-message.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "ruff.toml"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "package-lock.json",
        "poetry.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 4,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 21 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "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"
          },
          {
            "name": "SAST",
            "score": 10,
            "reason": "SAST tool is run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "111 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "468d9e828aafcce2d00eeb793bb6195c5102838c",
        "ran_at": "2026-07-17T03:07:42Z",
        "aggregate_score": 5.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/airbytehq/airbyte-python-cdk",
    "host": "github.com",
    "name": "airbyte-python-cdk",
    "owner": "airbytehq"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 79,
      "inputs": {
        "security": 58,
        "vitality": 94,
        "community": 65,
        "governance": 82,
        "engineering": 88
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 94,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "commits_last_year": 169,
              "human_commit_share": null,
              "days_since_last_push": 1,
              "active_weeks_last_year": 46
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "46/52 weeks with commits",
                "points": 31.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 46
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "169 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 169
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v7.23.6",
              "releases_from_tags": false,
              "days_since_latest_release": 1,
              "mean_days_between_releases": 4.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~4.3 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 4.3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 65,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 39,
            "inputs": {
              "forks": 48,
              "stars": 25,
              "watchers": 4,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "25 stars",
                "points": 22.4,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 25
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "48 forks",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 48
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "4 watchers",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "packages": [
                "airbyte-cdk"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2791870
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,791,870 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2791870,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 82,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "excellent",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "bus_factor": 6,
              "contributors_sampled": 97,
              "top_contributor_share": 0.145
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "6 contributor(s) cover half of all commits",
                "points": 48.6,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 14% of commits",
                "points": 19.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 14
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "97 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 97
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 21 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 63,
            "inputs": {
              "merged_prs": 556,
              "open_issues": 43,
              "closed_issues": 38,
              "issue_closed_ratio": 0.469,
              "closed_unmerged_prs": 255
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "47% of issues closed",
                "points": 21.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 47
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "556/811 decided PRs merged",
                "points": 26.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 556,
                      "decided": 811
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "followers": 1025,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "airbytehq",
              "public_repos": 64,
              "account_age_days": 2378
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,025 followers of airbytehq",
                "points": 21.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1025,
                      "login": "airbytehq"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "64 public repos, account ~6 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 64
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "airbyte-cdk"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 1
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 1 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "1223 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 1223
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 88,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "20 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://airbytehq.github.io/airbyte-python-cdk/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://airbytehq.github.io/airbyte-python-cdk/",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 58,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 5.8
            },
            "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": "branch protection is not maximal on development and all release branches",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 21 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": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "26 commit(s) and 0 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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "111 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 45,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "poetry.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "airbyte_cdk/py.typed",
                "mypy.ini"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "airbyte_cdk/py.typed, mypy.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "airbyte_cdk/py.typed, mypy.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 231890,
              "source_files_sampled": 778,
              "oversized_source_files": 13
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (airbyte_cdk/py.typed, mypy.ini)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "airbyte_cdk/py.typed, mypy.ini",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "13/778 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 778,
                      "oversized": 13
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": false,
              "api_schema_files": [
                "airbyte_cdk/manifest_server/openapi.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "airbyte_cdk/manifest_server/openapi.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "airbyte_cdk/manifest_server/openapi.yaml"
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T03:08:20.115810Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/airbytehq/airbyte-python-cdk.svg",
  "full_name": "airbytehq/airbyte-python-cdk",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.11.0 — vollständige Methodik · Metriken-Wiki.

Wie ein einzelnes Ergebnis im Gesamtregister steht: aggregierte StatistikenPyPI.