Öffentliches Register
Software-GesundheitsberichtSchema 0.11.0 · Metriken 1.13.0 · 2026-07-17 08:23 UTC

pydantic / pydantic-ai

AI Agent Framework, the Pydantic way

PythonMIT★ 18.607 Sterne⑂ 2.378 Forksseit Juni 2024Auf GitHub ansehen ↗

pydantic/pydantic-ai erreicht einen Gesundheitsindex von 88 von 100 und liegt damit im Bereich Exzellent. Am stärksten schneidet es bei Vitality (100/100) ab, am schwächsten bei Security (71/100). Zuletzt heute aktualisiert. 4 Mitwirkende tragen den Großteil der jüngsten Arbeit.

88
gesamt / 100
Exzellent

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.

88
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

PydanticOrganisation
2.883 Follower79 öffentliche Reposseit Aug. 2022

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlicht
PyPIclai2.12.020.528220vor 0 Tagen
PyPIpydantic-ai-examples2.12.0-284vor 0 Tagen
PyPIpydantic-ai-slim2.12.0173.728.429284vor 0 Tagen
PyPIpydantic-evals2.12.0-239vor 0 Tagen
PyPIpydantic-graph2.12.0112.745.288268vor 0 Tagen
PyPIpydantic-ai2.12.0-290vor 0 Tagen

Metriken nach Kategorie

Vitalität

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

100Exzellent · 22 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
36/36Commit-Rhythmus — 52/52 Wochen mit Commits
18/18Commit-Volumen — 1.550 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year1.550
human_commit_share
days_since_last_push0
active_weeks_last_year52

Release-Disziplin

100Exzellent
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 100 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 1,1 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count100
latest_release_tagv2.12.0
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases1,1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.

Community & Verbreitung

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

90Exzellent · 18 % des Gesamtindex
Wie die Bewertung erfolgt
60/60Stars — 18.607 Stars
25/25Forks — 2.378 Forks
11.4/15Watcher — 115 Watcher
Verwendete Eingangsdaten
forks2.378
stars18.607
watchers115
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
6.3/6.3PR-Vorlage
Verwendete Eingangsdaten
has_readmeja
has_licenseja
has_contributingja
has_issue_templatenein
has_code_of_conductnein
has_pull_request_templateja
Wie die Bewertung erfolgt
80/80Downloads pro Monat — 286.494.245 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagesclai, pydantic-ai-examples, pydantic-ai-slim, pydantic-evals, pydantic-graph, pydantic-ai
dependents
ecosystemspypi
total_downloads
monthly_downloads286.494.245
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?

84Gut · 24 % des Gesamtindex
Wie die Bewertung erfolgt
43.2/54Bus-Faktor — 4 Beitragende decken die Hälfte aller Commits ab
17.5/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 22 % der Commits
13.5/13.5Breite der Beitragenden — 100 Beitragende
10/10OpenSSF Scorecard: Contributors — project has 39 contributing companies or organizations
Verwendete Eingangsdaten
bus_factor4
contributors_sampled100
top_contributor_share0,221
Wie die Bewertung erfolgt
40.2/46.8Issue-Lösungsquote — 86 % der Issues geschlossen
25.5/38.3PR-Annahme — 2.433/3.644 entschiedene PRs gemergt
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Verwendete Eingangsdaten
merged_prs2.433
open_issues358
closed_issues2.182
issue_closed_ratio0,859
closed_unmerged_prs1.211
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
24.9/25Reichweite des Inhabers — 2.883 Follower von pydantic
20.9/25Kontohistorie — 79 öffentliche Repos, Kontoalter ca. 3 Jahre
Verwendete Eingangsdaten
followers2.883
owner_typeOrganization
is_verified
owner_loginpydantic
public_repos79
account_age_days1.438

Paketpflege

100Exzellent
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 6 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 290 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagesclai, pydantic-ai-examples, pydantic-ai-slim, pydantic-evals, pydantic-graph, pydantic-ai
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

92Exzellent · 20 % des Gesamtindex
Wie die Bewertung erfolgt
24/24CI-Workflows — 23 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
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

Dokumentation

90Exzellent
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://pydantic.dev/pydantic-ai
10/10Repository-Beschreibung
10/10Topics — 5 Topics
0/10Wiki
Verwendete Eingangsdaten
topicsagent-framework, pydantic, python, genai, llm
has_wikinein
homepagehttps://pydantic.dev/pydantic-ai
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

71Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — keine Daten
2.5/2.5CI-Tests — 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 39 contributing companies or organizations
0/10Dangerous-Workflow — 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 — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
4/5SAST — SAST tool is not run on all commits -- score normalized to 8
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities — 13 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7,1
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): branch_protection, signed_releases. Die verbleibenden Gewichte wurden renormalisiert.

AI Readiness

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

81Gut · 0 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — .github/workflows/AGENTS.md, .github/workflows/CLAUDE.md, AGENTS.md, CLAUDE.md, docs/AGENTS.md, docs/CLAUDE.md, docs/agent.md, docs/api/agent.md, pydantic_ai_slim/pydantic_ai/AGENTS.md, pydantic_ai_slim/pydantic_ai/CLAUDE.md, pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md, pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/CLAUDE.md, pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md, pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md, pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md, pydantic_ai_slim/pydantic_ai/providers/AGENTS.md, pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md
0/15Maschinenlesbare Doku (llms.txt)
0/40Lesbare Commit-Historie — keine Daten
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share
agent_instruction_files.github/workflows/AGENTS.md, .github/workflows/CLAUDE.md, AGENTS.md, CLAUDE.md, docs/AGENTS.md, docs/CLAUDE.md, docs/agent.md, docs/api/agent.md, pydantic_ai_slim/pydantic_ai/AGENTS.md, pydantic_ai_slim/pydantic_ai/CLAUDE.md, pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md, pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/CLAUDE.md, pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md, pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md, pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md, pydantic_ai_slim/pydantic_ai/providers/AGENTS.md, pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md
agent_instruction_max_bytes64.738
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Lesbare Commit-Historie. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
11/11Statische Typprüfung — examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed
10/10Reproduzierbare Umgebung — lockfile
0/10Belegte Agentenpraxis — keine Daten
5/8Automatisierte Wartung — Abhängigkeits-Automatisierung konfiguriert, in den erfassten Commits nicht beobachtet
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfilesuv.lock
has_dockerfilenein
typed_languagenein
bootstrap_filesMakefile
has_devcontainernein
has_linter_configja
typecheck_configsexamples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed
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 (examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed)
50.3/55Handhabbare Dateigrößen — 49/577 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes889.559
source_files_sampled577
oversized_source_files49
Wie die Bewertung erfolgt
0/40API-Schema (OpenAPI/GraphQL/proto)
20/20MCP-Server
40/40Lauffähige Beispiele — examples
Verwendete Eingangsdaten
example_dirsexamples
has_mcp_signalja
api_schema_files

Eckdaten

18.607GitHub-Sterne
100Mitwirkende
1.550Commits, letzte 12 Monate
0Tage seit letztem Push
100Releases
4Bus-Faktor
358offene Issues
PyPIPaket-Ökosysteme

Weitere Details

OpenSSF Scorecard 7.1 / 10
7.1Gesamtwert

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 08:22 UTC

10Binary-Artifactsno binaries found in the repo
k. A.Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-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 39 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
8SASTSAST tool is not run on all commits -- score normalized to 8
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities13 existing vulnerabilities detected
Direkte Abhängigkeiten 4
RegistryPaketVersionsvorgabeManifest
PyPIhttpx>=0.27pydantic_graph/pyproject.toml
PyPIlogfire-api>=3.14.1pydantic_graph/pyproject.toml
PyPIpydantic>=2.12pydantic_graph/pyproject.toml
PyPItyping-inspection>=0.4.0pydantic_graph/pyproject.toml
Alle Abhängigkeiten 366

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 6 direkte und 360 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIhttpx0.28.1direkt
PyPIlogfire-apidirekt
PyPIlogfire-api4.37.0direkt
PyPIpydanticdirekt
PyPIpydantic2.13.4direkt
PyPItyping-inspection0.4.2direkt
PyPIag-ui-protocol0.1.19indirekt
PyPIaiofile3.9.0indirekt
PyPIaiohappyeyeballs2.6.1indirekt
PyPIaiohttp3.14.1indirekt
PyPIaiolimiter1.2.1indirekt
PyPIaiosignal1.4.0indirekt
PyPIaiosqlite0.21.0indirekt
PyPIalembic1.17.2indirekt
PyPIalgoliasearch4.44.1indirekt
PyPIamplitude-analytics1.2.3indirekt
PyPIannotated-doc0.0.4indirekt
PyPIannotated-types0.7.0indirekt
PyPIanthropic0.109.0indirekt
PyPIanyio4.14.1indirekt
PyPIapprise1.9.6indirekt
PyPIargcomplete3.6.3indirekt
PyPIasgi-lifespan2.1.0indirekt
PyPIasgiref3.11.0indirekt
PyPIast-serialize0.5.0indirekt
PyPIasttokens2.4.1indirekt
PyPIasync-timeout5.0.1indirekt
PyPIasyncpg0.31.0indirekt
PyPIattrs25.4.0indirekt
PyPIaudioop-lts0.2.2indirekt
PyPIauthlib1.7.2indirekt
PyPIbabel2.17.0indirekt
PyPIbackports-tarfile1.2.0indirekt
PyPIbackrefs6.1indirekt
PyPIbeartype0.22.9indirekt
PyPIbeautifulsoup44.14.3indirekt
PyPIblack26.5.1indirekt
PyPIboto31.42.63indirekt
PyPIboto3-stubs1.42.63indirekt
PyPIbotocore1.42.63indirekt
PyPIbotocore-stubs1.42.41indirekt
PyPIbrotli1.2.0indirekt
PyPIbrotlicffi1.2.0.0indirekt
PyPIburner-redis0.1.7indirekt
PyPIcachetools6.2.4indirekt
PyPIcaio0.9.25indirekt
PyPIcairocffi1.7.1indirekt
PyPIcairosvg2.9.0indirekt
PyPIcertifi2025.11.12indirekt
PyPIcffi2.0.0indirekt
PyPIchardet5.2.0indirekt
PyPIcharset-normalizer3.4.4indirekt
PyPIclick8.1.8indirekt
PyPIcloudpickle3.1.2indirekt
PyPIcohere5.20.6indirekt
PyPIcolorama0.4.6indirekt
PyPIcoolname2.2.0indirekt
PyPIcoverage7.13.0indirekt
PyPIcronsim2.7indirekt
PyPIcryptography49.0.0indirekt
PyPIcssselect20.8.0indirekt
PyPIcuda-bindings13.1.1indirekt
PyPIcuda-pathfinder1.3.4indirekt
PyPIcuda-toolkit13.0.2indirekt
PyPIcyclopts4.15.0indirekt
PyPIdatasets4.4.2indirekt
PyPIdateparser1.2.2indirekt
PyPIdbos2.10.0indirekt
PyPIddgs9.10.0indirekt
PyPIdefusedxml0.7.1indirekt
PyPIdevtools0.12.2indirekt
PyPIdiff-cover10.3.0indirekt
PyPIdill0.4.0indirekt
PyPIdirty-equals0.11indirekt
PyPIdistro1.9.0indirekt
PyPIdnspython2.8.0indirekt
PyPIdocker7.1.0indirekt
PyPIdocstring-parser0.17.0indirekt
PyPIdocutils0.22.4indirekt
PyPIduckdb1.4.3indirekt
PyPIduckduckgo-search8.1.1indirekt
PyPIemail-validator2.3.0indirekt
PyPIeval-type-backport0.3.1indirekt
PyPIexa-py2.15.0indirekt
PyPIexceptiongroup1.3.1indirekt
PyPIexecnet2.1.2indirekt
PyPIexecuting2.2.1indirekt
PyPIfake-useragent2.2.0indirekt
PyPIfastapi0.138.1indirekt
PyPIfastavro1.12.1indirekt
PyPIfastmcp3.4.2indirekt
PyPIfastmcp-slim3.4.2indirekt
PyPIffmpeg-python0.2.0indirekt
PyPIfilelock3.20.3indirekt
PyPIfrozenlist1.8.0indirekt
PyPIfsspec2025.10.0indirekt
PyPIfuture1.0.0indirekt
PyPIgenai-prices0.0.70indirekt
PyPIghp-import2.1.0indirekt
PyPIgoogle-auth2.49.1indirekt
PyPIgoogle-genai1.70.0indirekt
PyPIgoogleapis-common-protos1.72.0indirekt
PyPIgradio6.19.0indirekt
PyPIgradio-client2.5.0indirekt
PyPIgraphviz0.21indirekt
PyPIgreenlet3.3.0indirekt
PyPIgriffe1.15.0indirekt
PyPIgriffe-warnings-deprecated1.1.1indirekt
PyPIgriffelib2.0.0indirekt
PyPIgroovy0.1.2indirekt
PyPIgroq0.25.0indirekt
PyPIgrpcio1.76.0indirekt
PyPIgrpclib0.4.7indirekt
PyPIh110.16.0indirekt
PyPIh24.3.0indirekt
PyPIhatchlingindirekt
PyPIhf-gradio0.4.1indirekt
PyPIhf-xet1.2.0indirekt
PyPIhf-xet1.4.3indirekt
PyPIhpack4.1.0indirekt
PyPIhttpcore1.0.9indirekt
PyPIhttpcore22.3.0indirekt
PyPIhttpx-sse0.4.3indirekt
PyPIhttpx22.3.0indirekt
PyPIhuggingface-hub1.16.1indirekt
PyPIhuggingface-hub1.3.4indirekt
PyPIhumanize4.15.0indirekt
PyPIhyperframe6.1.0indirekt
PyPIidna3.16indirekt
PyPIimportlib-metadata8.7.1indirekt
PyPIiniconfig2.3.0indirekt
PyPIinline-snapshot0.34.2indirekt
PyPIjaraco-classes3.4.0indirekt
PyPIjaraco-context6.1.0indirekt
PyPIjaraco-functools4.4.0indirekt
PyPIjeepney0.9.0indirekt
PyPIjinja23.1.6indirekt
PyPIjinja2-humanize-extension0.4.0indirekt
PyPIjiter0.12.0indirekt
PyPIjmespath1.0.1indirekt
PyPIjoblib1.5.3indirekt
PyPIjoserfc1.7.1indirekt
PyPIjsonpatch1.33indirekt
PyPIjsonpath-python1.1.5indirekt
PyPIjsonpointer3.0.0indirekt
PyPIjsonref1.1.0indirekt
PyPIjsonschema4.25.1indirekt
PyPIjsonschema-path0.3.4indirekt
PyPIjsonschema-specifications2025.9.1indirekt
PyPIkeyring25.7.0indirekt
PyPIlangchain-core1.4.0indirekt
PyPIlangchain-protocol0.0.15indirekt
PyPIlangchain-text-splitters1.1.2indirekt
PyPIlangsmith0.9.3indirekt
PyPIlibrt0.11.0indirekt
PyPIlogfire4.37.0indirekt
PyPIlxml6.1.1indirekt
PyPImako1.3.12indirekt
PyPImarkdown3.10indirekt
PyPImarkdown-it-py3.0.0indirekt
PyPImarkdownify1.2.2indirekt
PyPImarkupsafe2.1.5indirekt
PyPImcp1.25.0indirekt
PyPImdformat0.7.22indirekt
PyPImdformat-tables1.0.0indirekt
PyPImdurl0.1.2indirekt
PyPImergedeep1.3.4indirekt
PyPImistralai2.2.0indirekt
PyPImkdocs1.6.1indirekt
PyPImkdocs-autorefs1.4.3indirekt
PyPImkdocs-get-deps0.2.0indirekt
PyPImkdocs-glightbox0.5.2indirekt
PyPImkdocs-llmstxt0.5.0indirekt
PyPImkdocs-material9.7.2indirekt
PyPImkdocs-material-extensions1.3.1indirekt
PyPImkdocs-redirects1.2.3indirekt
PyPImkdocstrings1.0.0indirekt
PyPImkdocstrings-python2.0.5indirekt
PyPImodal1.0.4indirekt
PyPImore-itertools10.8.0indirekt
PyPImpmath1.3.0indirekt
PyPImultidict6.7.0indirekt
PyPImultiprocess0.70.18indirekt
PyPImypy2.1.0indirekt
PyPImypy-boto3-bedrock-runtime1.42.42indirekt
PyPImypy-extensions1.1.0indirekt
PyPInetworkx3.4.2indirekt
PyPInetworkx3.6.1indirekt
PyPInexus-rpc1.4.0indirekt
PyPInodeenv1.10.0indirekt
PyPInumpy2.2.6indirekt
PyPInumpy2.5.0indirekt
PyPInvidia-cublas13.1.0.3indirekt
PyPInvidia-cuda-cupti13.0.85indirekt
PyPInvidia-cuda-nvrtc13.0.88indirekt
PyPInvidia-cuda-runtime13.0.96indirekt
PyPInvidia-cudnn-cu139.20.0.48indirekt
PyPInvidia-cufft12.0.0.61indirekt
PyPInvidia-cufile1.15.1.6indirekt
PyPInvidia-curand10.4.0.35indirekt
PyPInvidia-cusolver12.0.4.66indirekt
PyPInvidia-cusparse12.6.3.3indirekt
PyPInvidia-cusparselt-cu130.8.1indirekt
PyPInvidia-nccl-cu132.29.7indirekt
PyPInvidia-nvjitlink13.0.88indirekt
PyPInvidia-nvshmem-cu133.4.5indirekt
PyPInvidia-nvtx13.0.85indirekt
PyPIoauthlib3.3.1indirekt
PyPIopenai2.45.0indirekt
PyPIopenapi-pydantic0.5.1indirekt
PyPIopentelemetry-api1.39.1indirekt
PyPIopentelemetry-exporter-otlp-proto-common1.39.1indirekt
PyPIopentelemetry-exporter-otlp-proto-http1.39.1indirekt
PyPIopentelemetry-instrumentation0.60b1indirekt
PyPIopentelemetry-instrumentation-asgi0.60b1indirekt
PyPIopentelemetry-instrumentation-asyncpg0.60b1indirekt
PyPIopentelemetry-instrumentation-dbapi0.60b1indirekt
PyPIopentelemetry-instrumentation-fastapi0.60b1indirekt
PyPIopentelemetry-instrumentation-httpx0.60b1indirekt
PyPIopentelemetry-instrumentation-sqlite30.60b1indirekt
PyPIopentelemetry-proto1.39.1indirekt
PyPIopentelemetry-sdk1.39.1indirekt
PyPIopentelemetry-semantic-conventions0.60b1indirekt
PyPIopentelemetry-util-http0.60b1indirekt
PyPIorjson3.11.8indirekt
PyPIpackaging25.0indirekt
PyPIpaginate0.5.7indirekt
PyPIpandas2.3.3indirekt
PyPIpathable0.4.4indirekt
PyPIpathspec1.0.4indirekt
PyPIpendulum3.1.0indirekt
PyPIpillow12.2.0indirekt
PyPIpip26.1.2indirekt
PyPIplatformdirs4.5.1indirekt
PyPIpluggy1.6.0indirekt
PyPIprefect3.7.7indirekt
PyPIprimp0.15.0indirekt
PyPIprometheus-client0.23.1indirekt
PyPIprompt-toolkit3.0.52indirekt
PyPIpropcache0.4.1indirekt
PyPIproperdocs1.6.7indirekt
PyPIprotobuf6.33.5indirekt
PyPIpsycopg3.3.2indirekt
PyPIpsycopg-binary3.3.2indirekt
PyPIpy-key-value-aio0.4.4indirekt
PyPIpyarrow24.0.0indirekt
PyPIpyasn10.6.3indirekt
PyPIpyasn1-modules0.4.2indirekt
PyPIpycparser2.23indirekt
PyPIpydantic-core2.46.4indirekt
PyPIpydantic-docs0.0.1indirekt
PyPIpydantic-extra-types2.10.6indirekt
PyPIpydantic-handlebars0.1.0indirekt
PyPIpydantic-settings2.14.2indirekt
PyPIpydocket0.22.0indirekt
PyPIpydub0.25.1indirekt
PyPIpygments2.20.0indirekt
PyPIpyjwt2.13.0indirekt
PyPIpymdown-extensions10.21.3indirekt
PyPIpyperclip1.11.0indirekt
PyPIpyright1.1.411indirekt
PyPIpytest9.1.1indirekt
PyPIpytest-examples0.0.18indirekt
PyPIpytest-mock3.15.1indirekt
PyPIpytest-pretty1.3.0indirekt
PyPIpytest-recording0.13.4indirekt
PyPIpytest-xdist3.8.0indirekt
PyPIpython-dateutil2.9.0.post0indirekt
PyPIpython-dotenv1.2.2indirekt
PyPIpython-json-logger4.0.0indirekt
PyPIpython-multipart0.0.32indirekt
PyPIpython-slugify8.0.4indirekt
PyPIpytokens0.4.1indirekt
PyPIpytz2025.2indirekt
PyPIpywin32311indirekt
PyPIpywin32-ctypes0.2.3indirekt
PyPIpyyaml6.0.3indirekt
PyPIpyyaml-env-tag1.1indirekt
PyPIreadchar4.2.1indirekt
PyPIredis7.1.0indirekt
PyPIreferencing0.36.2indirekt
PyPIregex2025.11.3indirekt
PyPIrequests2.33.1indirekt
PyPIrequests-oauthlib2.0.0indirekt
PyPIrequests-toolbelt1.0.0indirekt
PyPIrfc3339-validator0.1.4indirekt
PyPIrich14.2.0indirekt
PyPIrich-rst1.3.2indirekt
PyPIrpds-py0.30.0indirekt
PyPIruamel-yaml0.18.17indirekt
PyPIruamel-yaml-clib0.2.15indirekt
PyPIruff0.15.19indirekt
PyPIs3transfer0.16.0indirekt
PyPIsafehttpx0.1.7indirekt
PyPIsafetensors0.8.0indirekt
PyPIscikit-learn1.7.2indirekt
PyPIscikit-learn1.8.0indirekt
PyPIscipy1.15.3indirekt
PyPIscipy1.16.3indirekt
PyPIsecretstorage3.5.0indirekt
PyPIselectolax0.4.6indirekt
PyPIsemantic-version2.10.0indirekt
PyPIsemver3.0.4indirekt
PyPIsentence-transformers5.2.2indirekt
PyPIsetuptools79.0.1indirekt
PyPIshellingham1.5.4indirekt
PyPIsigtools4.0.1indirekt
PyPIsix1.17.0indirekt
PyPIsniffio1.3.1indirekt
PyPIsocksio1.0.0indirekt
PyPIsoupsieve2.8.4indirekt
PyPIsqlalchemy2.0.45indirekt
PyPIsse-starlette3.0.4indirekt
PyPIstarlette1.3.1indirekt
PyPIstrict-no-cover0.1.1indirekt
PyPIsympy1.14.0indirekt
PyPIsynchronicity0.9.16indirekt
PyPItaskgroup0.2.2indirekt
PyPItavily-python0.7.26indirekt
PyPItemporalio1.24.0indirekt
PyPItenacity9.1.2indirekt
PyPItext-unidecode1.3indirekt
PyPIthreadpoolctl3.6.0indirekt
PyPItiktoken0.12.0indirekt
PyPItinycss21.5.1indirekt
PyPItokenizers0.22.1indirekt
PyPItoml0.10.2indirekt
PyPItomli2.3.0indirekt
PyPItomlkit0.13.3indirekt
PyPItorch2.12.1indirekt
PyPItqdm4.67.1indirekt
PyPItransformers5.13.1indirekt
PyPItriton3.7.1indirekt
PyPItruststore0.10.4indirekt
PyPItwelvelabs1.2.8indirekt
PyPItyper0.19.2indirekt
PyPItyper0.26.8indirekt
PyPItyper-slim0.20.1indirekt
PyPItypes-awscrt0.30.0indirekt
PyPItypes-certifi2021.10.8.3indirekt
PyPItypes-protobuf6.32.1.20251210indirekt
PyPItypes-requests2.32.4.20250913indirekt
PyPItypes-s3transfer0.16.0indirekt
PyPItypes-toml0.10.8.20240310indirekt
PyPItyping-extensions4.15.0indirekt
PyPItzdata2025.3indirekt
PyPItzlocal5.3.1indirekt
PyPIuncalled-for0.3.2indirekt
PyPIurllib32.7.0indirekt
PyPIuuid-utils0.13.0indirekt
PyPIuv-dynamic-versioningindirekt
PyPIuvicorn0.40.0indirekt
PyPIvcrpy8.2.1indirekt
PyPIvoyageai0.3.7indirekt
PyPIwatchdog6.0.0indirekt
PyPIwatchfiles1.1.1indirekt
PyPIwcwidth0.2.14indirekt
PyPIwebencodings0.5.1indirekt
PyPIwebsockets15.0.1indirekt
PyPIwhenever0.8.10indirekt
PyPIwrapt1.17.3indirekt
PyPIxai-sdk1.14.0indirekt
PyPIxxhash3.6.0indirekt
PyPIyarl1.22.0indirekt
PyPIzipp3.23.0indirekt
PyPIzstandard0.25.0indirekt
JSON-Rohbericht maschinenlesbar
{
  "data": {
    "repo": {
      "topics": [
        "agent-framework",
        "pydantic",
        "python",
        "genai",
        "llm"
      ],
      "is_fork": false,
      "size_kb": 208363,
      "has_wiki": false,
      "homepage": "https://pydantic.dev/pydantic-ai",
      "languages": {
        "Shell": 35558,
        "Python": 13841916,
        "Makefile": 5434
      },
      "pushed_at": "2026-07-17T04:07:08Z",
      "created_at": "2024-06-21T15:55:04Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-17T07:51:41Z",
      "description": "AI Agent Framework, the Pydantic way",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://pydantic.dev",
      "name": "Pydantic",
      "type": "Organization",
      "login": "pydantic",
      "company": null,
      "followers": 2883,
      "avatar_url": "https://avatars.githubusercontent.com/u/110818415?v=4",
      "created_at": "2022-08-08T09:19:39Z",
      "is_verified": null,
      "public_repos": 79,
      "account_age_days": 1438
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 1550,
      "latest_release_at": "2026-07-17T02:37:27Z",
      "latest_release_tag": "v2.12.0",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 1.1
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "clai",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Environment :: MacOS X",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: MIT License",
            "Operating System :: POSIX :: Linux",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Internet",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": null,
          "registry_url": "https://pypi.org/project/clai/",
          "is_deprecated": false,
          "latest_version": "2.12.0",
          "repository_url": null,
          "versions_count": 220,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 20528,
          "first_published_at": "2023-03-06T17:38:23.415589Z",
          "latest_published_at": "2026-07-17T02:51:11.464445Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        },
        {
          "name": "pydantic-ai-examples",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Environment :: MacOS X",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: MIT License",
            "Operating System :: POSIX :: Linux",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Internet",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": null,
          "registry_url": "https://pypi.org/project/pydantic-ai-examples/",
          "is_deprecated": false,
          "latest_version": "2.12.0",
          "repository_url": null,
          "versions_count": 284,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2024-11-25T18:09:35.999977Z",
          "latest_published_at": "2026-07-17T02:51:13.082549Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        },
        {
          "name": "pydantic-ai-slim",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Environment :: MacOS X",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: MIT License",
            "Operating System :: POSIX :: Linux",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Internet",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pydantic-ai-slim/",
          "is_deprecated": false,
          "latest_version": "2.12.0",
          "repository_url": "https://github.com/pydantic/pydantic-ai/tree/main/pydantic_ai_slim",
          "versions_count": 284,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 173728429,
          "first_published_at": "2024-11-25T18:09:39.503153Z",
          "latest_published_at": "2026-07-17T02:51:14.022471Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        },
        {
          "name": "pydantic-evals",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Environment :: MacOS X",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: MIT License",
            "Operating System :: POSIX :: Linux",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Internet",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pydantic-evals/",
          "is_deprecated": false,
          "latest_version": "2.12.0",
          "repository_url": "https://github.com/pydantic/pydantic-ai",
          "versions_count": 239,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2025-03-31T11:09:15.640652Z",
          "latest_published_at": "2026-07-17T02:51:15.247279Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        },
        {
          "name": "pydantic-graph",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Environment :: Console",
            "Environment :: MacOS X",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "Intended Audience :: System Administrators",
            "License :: OSI Approved :: MIT License",
            "Operating System :: POSIX :: Linux",
            "Operating System :: Unix",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Internet",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pydantic-graph/",
          "is_deprecated": false,
          "latest_version": "2.12.0",
          "repository_url": "https://github.com/pydantic/pydantic-ai",
          "versions_count": 268,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 112745288,
          "first_published_at": "2025-01-10T11:12:45.589469Z",
          "latest_published_at": "2026-07-17T02:51:16.134420Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        },
        {
          "name": "pydantic-ai",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Framework :: Pydantic",
            "Framework :: Pydantic :: 2",
            "Intended Audience :: Developers",
            "Intended Audience :: Information Technology",
            "Operating System :: OS Independent",
            "Programming Language :: Python",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Internet",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pydantic-ai/",
          "is_deprecated": false,
          "latest_version": "2.12.0",
          "repository_url": "https://github.com/pydantic/pydantic-ai",
          "versions_count": 290,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2024-05-20T00:08:05.260573Z",
          "latest_published_at": "2026-07-17T02:51:12.247395Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 2378,
      "stars": 18607,
      "watchers": 115,
      "open_issues_and_prs": 491
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": true,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "examples/pydantic_ai_examples/py.typed",
        "pydantic_ai_slim/pydantic_ai/py.typed",
        "pydantic_evals/pydantic_evals/py.typed",
        "pydantic_graph/pydantic_graph/py.typed"
      ],
      "largest_source_bytes": 889559,
      "source_files_sampled": 577,
      "oversized_source_files": 49,
      "agent_instruction_files": [
        ".github/workflows/AGENTS.md",
        ".github/workflows/CLAUDE.md",
        "AGENTS.md",
        "CLAUDE.md",
        "docs/AGENTS.md",
        "docs/CLAUDE.md",
        "docs/agent.md",
        "docs/api/agent.md",
        "pydantic_ai_slim/pydantic_ai/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/CLAUDE.md",
        "pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/models/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/models/CLAUDE.md",
        "pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md",
        "pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/providers/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/ui/AGENTS.md",
        "pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md",
        "tests/AGENTS.md",
        "tests/CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 64738
    },
    "dependencies": {
      "manifests": [
        "clai/pyproject.toml",
        "examples/pyproject.toml",
        "pydantic_ai_slim/pyproject.toml",
        "pydantic_evals/pyproject.toml",
        "pydantic_graph/pyproject.toml",
        "pyproject.toml"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "httpx",
          "manifest": "pydantic_graph/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.27"
        },
        {
          "name": "logfire-api",
          "manifest": "pydantic_graph/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.14.1"
        },
        {
          "name": "pydantic",
          "manifest": "pydantic_graph/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.12"
        },
        {
          "name": "typing-inspection",
          "manifest": "pydantic_graph/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "httpx",
            "direct": true,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "logfire-api",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "logfire-api",
            "direct": true,
            "version": "4.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": true,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ag-ui-protocol",
            "direct": false,
            "version": "0.1.19",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofile",
            "direct": false,
            "version": "3.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiolimiter",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosqlite",
            "direct": false,
            "version": "0.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "alembic",
            "direct": false,
            "version": "1.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "algoliasearch",
            "direct": false,
            "version": "4.44.1",
            "ecosystem": "pypi"
          },
          {
            "name": "amplitude-analytics",
            "direct": false,
            "version": "1.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anthropic",
            "direct": false,
            "version": "0.109.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "apprise",
            "direct": false,
            "version": "1.9.6",
            "ecosystem": "pypi"
          },
          {
            "name": "argcomplete",
            "direct": false,
            "version": "3.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "asgi-lifespan",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asgiref",
            "direct": false,
            "version": "3.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ast-serialize",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "async-timeout",
            "direct": false,
            "version": "5.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "asyncpg",
            "direct": false,
            "version": "0.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "25.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "audioop-lts",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "authlib",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-tarfile",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backrefs",
            "direct": false,
            "version": "6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.22.9",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "black",
            "direct": false,
            "version": "26.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "boto3",
            "direct": false,
            "version": "1.42.63",
            "ecosystem": "pypi"
          },
          {
            "name": "boto3-stubs",
            "direct": false,
            "version": "1.42.63",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore",
            "direct": false,
            "version": "1.42.63",
            "ecosystem": "pypi"
          },
          {
            "name": "botocore-stubs",
            "direct": false,
            "version": "1.42.41",
            "ecosystem": "pypi"
          },
          {
            "name": "brotli",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "brotlicffi",
            "direct": false,
            "version": "1.2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "burner-redis",
            "direct": false,
            "version": "0.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "6.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "caio",
            "direct": false,
            "version": "0.9.25",
            "ecosystem": "pypi"
          },
          {
            "name": "cairocffi",
            "direct": false,
            "version": "1.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cairosvg",
            "direct": false,
            "version": "2.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2025.11.12",
            "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": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpickle",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cohere",
            "direct": false,
            "version": "5.20.6",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coolname",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cronsim",
            "direct": false,
            "version": "2.7",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cssselect2",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-bindings",
            "direct": false,
            "version": "13.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-pathfinder",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cuda-toolkit",
            "direct": false,
            "version": "13.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cyclopts",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "datasets",
            "direct": false,
            "version": "4.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "dateparser",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "dbos",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ddgs",
            "direct": false,
            "version": "9.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "devtools",
            "direct": false,
            "version": "0.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "diff-cover",
            "direct": false,
            "version": "10.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dirty-equals",
            "direct": false,
            "version": "0.11",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docker",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.22.4",
            "ecosystem": "pypi"
          },
          {
            "name": "duckdb",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "duckduckgo-search",
            "direct": false,
            "version": "8.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "eval-type-backport",
            "direct": false,
            "version": "0.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "exa-py",
            "direct": false,
            "version": "2.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fake-useragent",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.138.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastavro",
            "direct": false,
            "version": "1.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp-slim",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ffmpeg-python",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.20.3",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2025.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "future",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "genai-prices",
            "direct": false,
            "version": "0.0.70",
            "ecosystem": "pypi"
          },
          {
            "name": "ghp-import",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.49.1",
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": "1.70.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.72.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gradio",
            "direct": false,
            "version": "6.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gradio-client",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphviz",
            "direct": false,
            "version": "0.21",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "griffe",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "griffe-warnings-deprecated",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "griffelib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "groovy",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "groq",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.76.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpclib",
            "direct": false,
            "version": "0.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h2",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hatchling",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hf-gradio",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "hpack",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore2",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx2",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "humanize",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hyperframe",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.16",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "inline-snapshot",
            "direct": false,
            "version": "0.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-classes",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-context",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-functools",
            "direct": false,
            "version": "4.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jeepney",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2-humanize-extension",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jmespath",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "joserfc",
            "direct": false,
            "version": "1.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": "1.33",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpath-python",
            "direct": false,
            "version": "1.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonref",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-path",
            "direct": false,
            "version": "0.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "keyring",
            "direct": false,
            "version": "25.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-core",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-protocol",
            "direct": false,
            "version": "0.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-text-splitters",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "langsmith",
            "direct": false,
            "version": "0.9.3",
            "ecosystem": "pypi"
          },
          {
            "name": "librt",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "logfire",
            "direct": false,
            "version": "4.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "6.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mako",
            "direct": false,
            "version": "1.3.12",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdownify",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "2.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdformat",
            "direct": false,
            "version": "0.7.22",
            "ecosystem": "pypi"
          },
          {
            "name": "mdformat-tables",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mergedeep",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mistralai",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-autorefs",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-get-deps",
            "direct": false,
            "version": "0.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-glightbox",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-llmstxt",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material",
            "direct": false,
            "version": "9.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-redirects",
            "direct": false,
            "version": "1.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocstrings-python",
            "direct": false,
            "version": "2.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "modal",
            "direct": false,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "more-itertools",
            "direct": false,
            "version": "10.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multiprocess",
            "direct": false,
            "version": "0.70.18",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-boto3-bedrock-runtime",
            "direct": false,
            "version": "1.42.42",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": false,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nexus-rpc",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cublas",
            "direct": false,
            "version": "13.1.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-cupti",
            "direct": false,
            "version": "13.0.85",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-nvrtc",
            "direct": false,
            "version": "13.0.88",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cuda-runtime",
            "direct": false,
            "version": "13.0.96",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cudnn-cu13",
            "direct": false,
            "version": "9.20.0.48",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufft",
            "direct": false,
            "version": "12.0.0.61",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cufile",
            "direct": false,
            "version": "1.15.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-curand",
            "direct": false,
            "version": "10.4.0.35",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusolver",
            "direct": false,
            "version": "12.0.4.66",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparse",
            "direct": false,
            "version": "12.6.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-cusparselt-cu13",
            "direct": false,
            "version": "0.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nccl-cu13",
            "direct": false,
            "version": "2.29.7",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvjitlink",
            "direct": false,
            "version": "13.0.88",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvshmem-cu13",
            "direct": false,
            "version": "3.4.5",
            "ecosystem": "pypi"
          },
          {
            "name": "nvidia-nvtx",
            "direct": false,
            "version": "13.0.85",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.45.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openapi-pydantic",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-http",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-asgi",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-asyncpg",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-dbapi",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-fastapi",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-httpx",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation-sqlite3",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-util-http",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.8",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "paginate",
            "direct": false,
            "version": "0.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pathable",
            "direct": false,
            "version": "0.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pendulum",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pip",
            "direct": false,
            "version": "26.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prefect",
            "direct": false,
            "version": "3.7.7",
            "ecosystem": "pypi"
          },
          {
            "name": "primp",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": "0.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "properdocs",
            "direct": false,
            "version": "1.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.5",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg-binary",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "py-key-value-aio",
            "direct": false,
            "version": "0.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "24.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.23",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-docs",
            "direct": false,
            "version": "0.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-extra-types",
            "direct": false,
            "version": "2.10.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-handlebars",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydocket",
            "direct": false,
            "version": "0.22.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydub",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "10.21.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyperclip",
            "direct": false,
            "version": "1.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyright",
            "direct": false,
            "version": "1.1.411",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-examples",
            "direct": false,
            "version": "0.0.18",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-pretty",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-recording",
            "direct": false,
            "version": "0.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-json-logger",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "python-slugify",
            "direct": false,
            "version": "8.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pytokens",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32-ctypes",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-env-tag",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "readchar",
            "direct": false,
            "version": "4.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "redis",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2025.11.3",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.33.1",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3339-validator",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "14.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-rst",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruamel-yaml",
            "direct": false,
            "version": "0.18.17",
            "ecosystem": "pypi"
          },
          {
            "name": "ruamel-yaml-clib",
            "direct": false,
            "version": "0.2.15",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.19",
            "ecosystem": "pypi"
          },
          {
            "name": "s3transfer",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "safehttpx",
            "direct": false,
            "version": "0.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "safetensors",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.15.3",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.16.3",
            "ecosystem": "pypi"
          },
          {
            "name": "secretstorage",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "selectolax",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "semantic-version",
            "direct": false,
            "version": "2.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "semver",
            "direct": false,
            "version": "3.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sentence-transformers",
            "direct": false,
            "version": "5.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "79.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sigtools",
            "direct": false,
            "version": "4.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "socksio",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.45",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "strict-no-cover",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "synchronicity",
            "direct": false,
            "version": "0.9.16",
            "ecosystem": "pypi"
          },
          {
            "name": "taskgroup",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tavily-python",
            "direct": false,
            "version": "0.7.26",
            "ecosystem": "pypi"
          },
          {
            "name": "temporalio",
            "direct": false,
            "version": "1.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "text-unidecode",
            "direct": false,
            "version": "1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "torch",
            "direct": false,
            "version": "2.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.1",
            "ecosystem": "pypi"
          },
          {
            "name": "transformers",
            "direct": false,
            "version": "5.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "triton",
            "direct": false,
            "version": "3.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "truststore",
            "direct": false,
            "version": "0.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "twelvelabs",
            "direct": false,
            "version": "1.2.8",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.26.8",
            "ecosystem": "pypi"
          },
          {
            "name": "typer-slim",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "types-awscrt",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "types-certifi",
            "direct": false,
            "version": "2021.10.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "types-protobuf",
            "direct": false,
            "version": "6.32.1.20251210",
            "ecosystem": "pypi"
          },
          {
            "name": "types-requests",
            "direct": false,
            "version": "2.32.4.20250913",
            "ecosystem": "pypi"
          },
          {
            "name": "types-s3transfer",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "types-toml",
            "direct": false,
            "version": "0.10.8.20240310",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tzlocal",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uncalled-for",
            "direct": false,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uuid-utils",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uv-dynamic-versioning",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.40.0",
            "ecosystem": "pypi"
          },
          {
            "name": "vcrpy",
            "direct": false,
            "version": "8.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "voyageai",
            "direct": false,
            "version": "0.3.7",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.2.14",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "whenever",
            "direct": false,
            "version": "0.8.10",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "xai-sdk",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "xxhash",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.22.0",
            "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": 366,
        "direct_count": 6,
        "indirect_count": 360
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 133,
        "merged_prs": 2433,
        "open_issues": 358,
        "closed_ratio": 0.859,
        "closed_issues": 2182,
        "closed_unmerged_prs": 1211
      },
      "bus_factor": 4,
      "top_contributors": [
        {
          "type": "User",
          "login": "DouweM",
          "commits": 431,
          "avatar_url": "https://avatars.githubusercontent.com/u/159434?u=45706bfe14e7ff6afceb81b01f8316efa808ee65&v=4"
        },
        {
          "type": "User",
          "login": "samuelcolvin",
          "commits": 284,
          "avatar_url": "https://avatars.githubusercontent.com/u/4039449?u=42eb3b833047c8c4b4f647a031eaef148c16d93f&v=4"
        },
        {
          "type": "User",
          "login": "Kludex",
          "commits": 245,
          "avatar_url": "https://avatars.githubusercontent.com/u/7353520?u=df8a3f06ba8f55ae1967a3e2d5ed882903a4e330&v=4"
        },
        {
          "type": "User",
          "login": "dsfaccini",
          "commits": 206,
          "avatar_url": "https://avatars.githubusercontent.com/u/64162682?u=28053eb4a78fe6ad1784bdca1281e473efa4d375&v=4"
        },
        {
          "type": "User",
          "login": "dmontagu",
          "commits": 167,
          "avatar_url": "https://avatars.githubusercontent.com/u/35119617?u=540f30c937a6450812628b9592a1dfe91bbe148e&v=4"
        },
        {
          "type": "User",
          "login": "adtyavrdhn",
          "commits": 82,
          "avatar_url": "https://avatars.githubusercontent.com/u/76904033?u=9bbd834434c737e76ea000104e5ec7d28a038804&v=4"
        },
        {
          "type": "User",
          "login": "alexmojaki",
          "commits": 69,
          "avatar_url": "https://avatars.githubusercontent.com/u/3627481?u=9bb2e0cf1c5ef3d0609d2e639a135b7b4ca8b463&v=4"
        },
        {
          "type": "User",
          "login": "sydney-runkle",
          "commits": 49,
          "avatar_url": "https://avatars.githubusercontent.com/u/54324534?u=acc3756515d6f87acc91e36a4478557cba9d9dac&v=4"
        },
        {
          "type": "User",
          "login": "Viicos",
          "commits": 23,
          "avatar_url": "https://avatars.githubusercontent.com/u/65306057?u=fcd677dc1b9bef12aa103613e5ccb3f8ce305af9&v=4"
        },
        {
          "type": "User",
          "login": "hramezani",
          "commits": 21,
          "avatar_url": "https://avatars.githubusercontent.com/u/3122442?u=f387fc2dbc0c681f23e80e2ad705790fafcec9a2&v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.221
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "after-ci.yml",
        "agentics-maintenance.yml",
        "at-claude.yml",
        "bots.yml",
        "ci-duration-report.yml",
        "ci.yml",
        "docs-preview.yml",
        "gateway-model-health.yml",
        "harness-compat.yml",
        "link-check.yml",
        "manually-deploy-docs.yml",
        "pr-guard.yml",
        "pydantic-ai-bug-hunter.lock.yml",
        "pydantic-ai-docs-drift.lock.yml",
        "pydantic-ai-pr-review.lock.yml",
        "pydantic-ai-provider-mapping-sweep.lock.yml",
        "pydantic-ai-provider-parity-explore.lock.yml",
        "pydantic-ai-regression-detector.lock.yml",
        "pydantic-ai-roundtrip-sweep.lock.yml",
        "pydantic-ai-stale-issues-finder.lock.yml",
        "pydantic-ai-streaming-resilience-sweep.lock.yml",
        "pydantic-ai-ui-security-review.lock.yml",
        "stale.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.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": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "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 39 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 0,
            "reason": "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": "30 commit(s) and 4 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": 9,
            "reason": "dependency not pinned by hash detected -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 8,
            "reason": "SAST tool is not run on all commits -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 10,
            "reason": "GitHub workflow tokens follow principle of least privilege",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "13 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "dc2e7643e87f4bc305a24aeebdba52ddcdd34cb9",
        "ran_at": "2026-07-17T08:22:46Z",
        "aggregate_score": 7.1,
        "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/pydantic/pydantic-ai",
    "host": "github.com",
    "name": "pydantic-ai",
    "owner": "pydantic"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 88,
      "inputs": {
        "security": 71,
        "vitality": 100,
        "community": 90,
        "governance": 84,
        "engineering": 92
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 100,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "commits_last_year": 1550,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 52
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "52/52 weeks with commits",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 52
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "1550 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 1550
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 4 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": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v2.12.0",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 1.1
            },
            "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 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~1.1 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 1.1
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "excellent",
        "name": "Community & Adoption",
        "value": 90,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 96,
            "inputs": {
              "forks": 2378,
              "stars": 18607,
              "watchers": 115,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "18,607 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 18607
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2,378 forks",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2378
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "115 watchers",
                "points": 11.4,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 115
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": true
            },
            "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": 6.3,
                "status": "met",
                "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": [
                "clai",
                "pydantic-ai-examples",
                "pydantic-ai-slim",
                "pydantic-evals",
                "pydantic-graph",
                "pydantic-ai"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 286494245
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "286,494,245 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 286494245,
                      "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": 84,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "bus_factor": 4,
              "contributors_sampled": 100,
              "top_contributor_share": 0.221
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "4 contributor(s) cover half of all commits",
                "points": 43.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 22% of commits",
                "points": 17.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 22
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 39 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "merged_prs": 2433,
              "open_issues": 358,
              "closed_issues": 2182,
              "issue_closed_ratio": 0.859,
              "closed_unmerged_prs": 1211
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "86% of issues closed",
                "points": 40.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 86
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2433/3644 decided PRs merged",
                "points": 25.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2433,
                      "decided": 3644
                    }
                  }
                ],
                "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": 76,
            "inputs": {
              "followers": 2883,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "pydantic",
              "public_repos": 79,
              "account_age_days": 1438
            },
            "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": "2,883 followers of pydantic",
                "points": 24.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2883,
                      "login": "pydantic"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "79 public repos, account ~3 yr old",
                "points": 20.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 79
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "clai",
                "pydantic-ai-examples",
                "pydantic-ai-slim",
                "pydantic-evals",
                "pydantic-graph",
                "pydantic-ai"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "6 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 6,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "290 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 290
                    }
                  }
                ],
                "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": 92,
        "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": "23 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 23
                    }
                  }
                ],
                "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": null,
                "points": 16,
                "status": "met",
                "details": [],
                "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": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agent-framework",
                "pydantic",
                "python",
                "genai",
                "llm"
              ],
              "has_wiki": false,
              "homepage": "https://pydantic.dev/pydantic-ai",
              "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://pydantic.dev/pydantic-ai",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 71,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 71,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "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 39 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 4 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 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 8",
                "points": 4,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "13 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": 10
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 81,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "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": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                ".github/workflows/AGENTS.md",
                ".github/workflows/CLAUDE.md",
                "AGENTS.md",
                "CLAUDE.md",
                "docs/AGENTS.md",
                "docs/CLAUDE.md",
                "docs/agent.md",
                "docs/api/agent.md",
                "pydantic_ai_slim/pydantic_ai/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/CLAUDE.md",
                "pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/models/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/models/CLAUDE.md",
                "pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md",
                "pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/providers/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/ui/AGENTS.md",
                "pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md",
                "tests/AGENTS.md",
                "tests/CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 64738
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/workflows/AGENTS.md, .github/workflows/CLAUDE.md, AGENTS.md, CLAUDE.md, docs/AGENTS.md, docs/CLAUDE.md, docs/agent.md, docs/api/agent.md, pydantic_ai_slim/pydantic_ai/AGENTS.md, pydantic_ai_slim/pydantic_ai/CLAUDE.md, pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md, pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/CLAUDE.md, pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md, pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md, pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md, pydantic_ai_slim/pydantic_ai/providers/AGENTS.md, pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".github/workflows/AGENTS.md, .github/workflows/CLAUDE.md, AGENTS.md, CLAUDE.md, docs/AGENTS.md, docs/CLAUDE.md, docs/agent.md, docs/api/agent.md, pydantic_ai_slim/pydantic_ai/AGENTS.md, pydantic_ai_slim/pydantic_ai/CLAUDE.md, pydantic_ai_slim/pydantic_ai/capabilities/AGENTS.md, pydantic_ai_slim/pydantic_ai/durable_exec/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/AGENTS.md, pydantic_ai_slim/pydantic_ai/models/CLAUDE.md, pydantic_ai_slim/pydantic_ai/native_tools/AGENTS.md, pydantic_ai_slim/pydantic_ai/native_tools/CLAUDE.md, pydantic_ai_slim/pydantic_ai/profiles/AGENTS.md, pydantic_ai_slim/pydantic_ai/providers/AGENTS.md, pydantic_ai_slim/pydantic_ai/toolsets/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/AGENTS.md, pydantic_ai_slim/pydantic_ai/ui/CLAUDE.md, tests/AGENTS.md, tests/CLAUDE.md"
                    }
                  }
                ],
                "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": "excellent",
            "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": 96,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "examples/pydantic_ai_examples/py.typed",
                "pydantic_ai_slim/pydantic_ai/py.typed",
                "pydantic_evals/pydantic_evals/py.typed",
                "pydantic_graph/pydantic_graph/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 889559,
              "source_files_sampled": 577,
              "oversized_source_files": 49
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "examples/pydantic_ai_examples/py.typed, pydantic_ai_slim/pydantic_ai/py.typed, pydantic_evals/pydantic_evals/py.typed, pydantic_graph/pydantic_graph/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "49/577 source files over 60KB",
                "points": 50.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 577,
                      "oversized": 49
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T08:23:35.441238Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pydantic/pydantic-ai.svg",
  "full_name": "pydantic/pydantic-ai",
  "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.