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Software-GesundheitsberichtSchema 0.27.0 · Metriken 2.3.1 · 2026-08-01 09:32 UTC

vstorm-co / pydantic-deepagents

Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on Pydantic AI, any model.

PythonMIT★ 1.013 Sterne⑂ 118 Forksseit Nov. 2025Auf GitHub ansehen ↗
ArtBibliothekFrameworkwie das ermittelt wird

vstorm-co/pydantic-deepagents erreicht einen Gesundheitsindex von 94 von 100 und liegt damit im Bereich Außergewöhnlich. Am stärksten schneidet es bei Engineering Quality (96/100) ab, am schwächsten bei Security (66/100). Zuletzt heute aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.

94
gesamt / 100
Außergewöhnlich

Software-Gesundheitsindex

Metriken werden auf einer standardisierten Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr gewichtetes Mittel, kalibriert auf die Verteilung des öffentlichen Registers, sodass die Stufen Perzentilbedeutung tragen; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze Gefährdet von 34.

94
Außergewöhnlich93-100Die Spitzengruppe des Registers (≈ obere 5 %); erfüllt im Wesentlichen alle geprüften Kriterien
Exzellent80-92Durchgehend stark; geringfügige Lücken
Gut65-79Gesund; Lücken sind begrenzt und beherrschbar
Mittel50-64Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Schwach35-49Wesentliche Schwächen in mehreren Bereichen
Gefährdet20-34Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-19Schwerwiegende 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.

Der gewichtete Gesamtwert 80 wird auf der veröffentlichten Indexskala auf 94 kalibriert (Register-Kalibrierung 2026-08-02).

Eigentümerschaft

VstormOrganisation
147 Follower34 öffentliche Reposseit März 2021

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

Paket-Ökosysteme

RegistryPaketVersionDownloads / MonatVersionenZuletzt veröffentlichtTags
PyPIpydantic-deep0.3.41116.28256vor 0 Tagenagent-frameworkagenticai-agentautonomous-agentclaudeclideep-agentllmmcpmulti-agentopenaipydantic-aisubagentsterminal-assistanttool-calling

Metriken nach Kategorie

Vitalität

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

92Exzellent · 21 % des Gesamtindex
Wie die Bewertung erfolgt
36/36Push-Aktualität — letzter Push vor 0 Tagen
22.2/36Commit-Rhythmus — 32/52 Wochen mit Commits
18/18Commit-Volumen — 670 Commits im letzten Jahr
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10
Verwendete Eingangsdaten
commits_last_year670
human_commit_share0,98
days_since_last_push0
active_weeks_last_year32

Release-Disziplin

100Außergewöhnlich
Wie die Bewertung erfolgt
27/27Liefert Releases aus — 64 Releases veröffentlicht
36/36Release-Aktualität — letztes Release vor 0 Tagen
27/27Release-Rhythmus — ein Release etwa alle 4,4 Tage
0/10OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count64
latest_release_tag0.3.41
releases_from_tagsnein
days_since_latest_release0
mean_days_between_releases4,4
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?

77Gut · 17 % des Gesamtindex
Wie die Bewertung erfolgt
48.7/60Stars — 1.013 Stars
17.2/25Forks — 118 Forks
5.6/15Watcher — 11 Watcher
Verwendete Eingangsdaten
forks118
stars1.013
watchers11
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
readme_badges
has_contributingja
has_issue_templatenein
has_code_of_conductnein
readme_badge_services
has_pull_request_templateja
Wie die Bewertung erfolgt
67.5/80Downloads pro Monat — 116.282 Downloads/Monat über pypi
0/20Abhängige in der Registry — von diesem Ökosystem nicht ausgewiesen
Verwendete Eingangsdaten
packagespydantic-deep
dependents
ecosystemspypi
total_downloads
monthly_downloads116.282
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?

67Gut · 23 % des Gesamtindex
Wie die Bewertung erfolgt
9/54Bus-Faktor — 1 Beitragende decken die Hälfte aller Commits ab
2.8/22.5Commit-Verteilung — wichtigste beitragende Person verfasste 87 % der Commits
13.5/13.5Breite der Beitragenden — 14 Beitragende
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Verwendete Eingangsdaten
bus_factor1
contributors_sampled14
top_contributor_share0,874
Wie die Bewertung erfolgt
40.1/42Issue-Lösungsquote — 96 % der Issues geschlossen
26.3/30PR-Annahme — 108/123 entschiedene PRs gemergt
0/13Newcomer PR acceptance — kein PR eines Erstbeitragenden in 30 Tagen entschieden
4.5/15OpenSSF Scorecard: Code-Review — Found 3/10 approved changesets -- score normalized to 3
Verwendete Eingangsdaten
merged_prs108
open_issues3
closed_issues64
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,955
closed_unmerged_prs15
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): newcomer_pr_acceptance. Die verbleibenden Gewichte wurden renormalisiert.
Wie die Bewertung erfolgt
30/30Organisatorische Trägerschaft — im Besitz einer Organisation
0/20Verifizierte Domain
15.6/25Reichweite des Inhabers — 147 Follower von vstorm-co
22/25Kontohistorie — 34 öffentliche Repos, Kontoalter ca. 5 Jahre
Verwendete Eingangsdaten
followers147
owner_typeOrganization
is_verified
owner_loginvstorm-co
public_repos34
account_age_days1.968

Paketpflege

100Außergewöhnlich
Wie die Bewertung erfolgt
25/25Veröffentlicht & auflösbar — 1 Paket(e) auf pypi
35/35Veröffentlichungsaktualität — letzte Veröffentlichung vor 0 Tagen
20/20Versionshistorie — 56 veröffentlichte Versionen
20/20Nicht veraltet — aktiv, nicht veraltet oder zurückgezogen
Verwendete Eingangsdaten
packagespydantic-deep
ecosystemspypi
any_deprecatednein
min_days_since_publish0

Engineering-Qualität

Sind grundlegende Engineering- und Dokumentationspraktiken vorhanden?

96Außergewöhnlich · 19 % des Gesamtindex

Engineering-Praktiken

94Außergewöhnlich
Wie die Bewertung erfolgt
24/24CI-Workflows — 4 Workflow(s)
24/24Tests vorhanden
16/16Linter-Konfiguration
9.6/9.6Pre-Commit-Hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 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

100Außergewöhnlich
Wie die Bewertung erfolgt
30/30README
25/25Dokumentationsverzeichnis
15/15Dokumentations-/Homepage-Site — https://vstorm-co.github.io/pydantic-deepagents/
10/10Repository-Beschreibung
10/10Topics — 17 Topics
10/10Wiki
Verwendete Eingangsdaten
topicspydantic-ai, agent-framework, pydantic, python, anthropic, llms, mcp, ai-agents, subagents, claude-code, cli, coding-agent, deep-research, docker-sandbox, playwright, tui, vstorm
has_wikija
homepagehttps://vstorm-co.github.io/pydantic-deepagents/
has_readmeja
has_docs_dirja
has_descriptionja

Sicherheit

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

66Gut · 16 % des Gesamtindex
Wie die Bewertung erfolgt
7.5/7.5Binary-Artifacts — no binaries found in the repo
4.5/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
1.2/2.5CII-Best-Practices — badge detected: Passing
2.2/7.5Code-Review — Found 3/10 approved changesets -- score normalized to 3
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Lizenz — license file detected
7.5/7.5Maintained — 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — keine Daten
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Verwendete Eingangsdaten
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,6
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): 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? Trägt ein bewusst kleines Gewicht (4 %): Agenten-Tooling ist ein echtes Pflegesignal, doch ein Repository ohne jedes Signal kann weiterhin 100/100 erreichen.

74Gut · 4 % des Gesamtindex
Wie die Bewertung erfolgt
45/45Agentenanweisungen — CLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md
0/15Maschinenlesbare Doku (llms.txt)
40/40Lesbare Commit-Historie — 91 von 98 menschlichen Commits benennen ihre Absicht (strukturierter Betreff oder erläuternder Text)
Verwendete Eingangsdaten
has_llms_txtnein
legible_history_share0,929
agent_instruction_filesCLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md
agent_instruction_max_bytes19.342
Wie die Bewertung erfolgt
18/18Bootstrap mit einem Befehl — Makefile
22/22Automatisierte Tests
11/11Lint-/Format-Konfiguration
0/11Statische Typprüfung
10/10Reproduzierbare Umgebung — Dockerfile
10/10Belegte Agentenpraxis — 33 der letzten 100 Commits von Agenten verfasst oder ihnen zugeschrieben
8/8Automatisierte Wartung — 2 der letzten 100 Commits sind automatisierte Abhängigkeits-Updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Verwendete Eingangsdaten
has_nixnein
has_testsja
lockfiles
has_dockerfileja
typed_languagenein
bootstrap_filesMakefile
has_devcontainernein
has_linter_configja
typecheck_configs
agent_commit_share0,33
toolchain_manifests
dependency_bot_commit_share0,02
Wie die Bewertung erfolgt
0/45Typprüfbarer Code — Python ohne Typprüfungs-Konfiguration
53.1/55Handhabbare Dateigrößen — 10/295 Quelldateien über 60 KB
Verwendete Eingangsdaten
primary_languagePython
largest_source_bytes134.208
source_files_sampled295
oversized_source_files10
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

1.013GitHub-Sterne
14Mitwirkende
670Commits, letzte 12 Monate
0Tage seit letztem Push
64Releases
1Bus-Faktor
3offene Issues
PyPIPaket-Ökosysteme

Warnungen zur Datenerhebung

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:pydantic-deep@0.3.41; advisories assessed against the repository dependency graph instead
  • No resolved dependencies carried a version and a supported ecosystem

Weitere Details

Stern- und Fork-Verlauf 0 ★ / 118 ⇿
0Sterne
118Forks
58Releases

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

02040608010012011842025-122026-042026-07
Major 0Minor 1Patch 57
OpenSSF Scorecard 6.6 / 10
6.6Gesamtwert

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 · 2026-08-01 09:32 UTC

10Binary-Artifactsno binaries found in the repo
6Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
5CII-Best-Practicesbadge detected: Passing
3Code-ReviewFound 3/10 approved changesets -- score normalized to 3
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
k. A.Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direkte Abhängigkeiten 8
RegistryPaketVersionsvorgabeManifest
PyPIpydantic-ai-slim>=2.0.0pyproject.toml
PyPIpydantic-ai-todo>=0.2.7pyproject.toml
PyPIpydantic-ai-backend>=0.2.16pyproject.toml
PyPIsummarization-pydantic-ai>=0.1.11pyproject.toml
PyPIsubagents-pydantic-ai>=0.2.12pyproject.toml
PyPIpydantic-ai-shields>=0.3.4pyproject.toml
PyPIpydantic>=2.0pyproject.toml
PyPIchardet>=5.0.0pyproject.toml
Alle Abhängigkeiten 43

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 8 direkte und 35 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

RegistryPaketVersionBeziehung
PyPIchardetdirekt
PyPIpydanticdirekt
PyPIpydantic-ai-backenddirekt
PyPIpydantic-ai-shieldsdirekt
PyPIpydantic-ai-slimdirekt
PyPIpydantic-ai-tododirekt
PyPIsubagents-pydantic-aidirekt
PyPIsummarization-pydantic-aidirekt
PyPIagent-client-protocolindirekt
PyPIbanditindirekt
PyPIbuildindirekt
PyPIcoverageindirekt
PyPIfastapiindirekt
PyPIgriffeindirekt
PyPIhtml2textindirekt
PyPIliteparseindirekt
PyPIlogfireindirekt
PyPImkdocsindirekt
PyPImkdocs-llmstxtindirekt
PyPImkdocs-materialindirekt
PyPImkdocstringsindirekt
PyPImkdocstrings-pythonindirekt
PyPImypyindirekt
PyPIpillowindirekt
PyPIplaywrightindirekt
PyPIpre-commitindirekt
PyPIprompt-toolkitindirekt
PyPIpy-key-value-aioindirekt
PyPIpydantic-aiindirekt
PyPIpydantic-deepindirekt
PyPIpyrightindirekt
PyPIpytestindirekt
PyPIpytest-asyncioindirekt
PyPIpython-dotenvindirekt
PyPIpython-multipartindirekt
PyPIpyyamlindirekt
PyPIrichindirekt
PyPIruffindirekt
PyPItextualindirekt
PyPItwineindirekt
PyPItyperindirekt
PyPItypes-pyyamlindirekt
PyPIuvicornindirekt
Abhängigkeits-Advisories nicht bewertet

Der Advisory-Abgleich konnte für diesen Bericht nicht ausgeführt werden: No resolved dependencies carried a version and a supported ecosystem

JSON-Rohbericht maschinenlesbar
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        {
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          "kind": "patch",
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        {
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          "tag": "0.3.24",
          "kind": "patch",
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          "tag": "0.3.23",
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          "body": "Replace the framework-only OG card with one that leads with the dual\nvalue prop — \"Open-source Claude Code — that you can also build on\" — a\nterminal AI assistant + the Python framework, with Live Run Forking\nhighlighted. SVG source + 1280x640 PNG (rsvg-convert).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "assets: new social preview card (dual positioning)",
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          "body": "The two-column HTML table forced the long curl install command past the\n50% cell width, overflowing the page with a horizontal scrollbar. Switch\nto full-width stacked subsections (1. Use the assistant / 2. Build your\nown) so the commands fit cleanly.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(readme): stack the \"Two ways to use it\" section (no h-scroll)",
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          "headline": "docs: rewrite documentation in the FastAPI tutorial style",
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          "body": "…them\n\nThe DeepAgentSpec drift-guard test (test_overloads_match_impl_signature)\nread create_deep_agent's @overloads via typing_extensions.get_overloads,\nwhich returned [] on Python 3.10 — typing.overload only registers\noverloads in a get_overloads-readable registry on 3.11+. Importing\noverload from typing_extensions registers them on every version, so the\nguard works on 3.10 too.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "fix(py3.10): use typing_extensions.overload so get_overloads() finds …",
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          "oid": "f63dd92e515b8a74b2d545e166031a3b223cfae4",
          "body": "…end 0.2.15\n\nDocument the release in CHANGELOG.md (Added: Monitor, background tools,\nToolSearch, general-purpose subagent, /retry · /export · /shells, Ctrl+P\nhistory, fuzzy pickers, shells panel, multiline paste, attachments,\n/settings, amber theme; Changed: @file passes path, off-event-loop\n!shell/\n[…]\ng;\nFixed: RunUsage crash, context-warning spam, /undo widgets, status\noverflow, edge cases, CI docs+mypy). Bump version to 0.3.34.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): 0.3.34 — CLI overhaul, features/ reorg, Monitor, back…",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T13:03:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "940e8d6a159377182936710479f9f41fb2350945",
          "body": "- docs: mkdocstrings referenced pydantic_deep.features.eviction.create_content_preview\n  which wasn't exported there. Re-export create_content_preview from the\n  eviction package (imported from its definition site _text, so strict\n  re-export rules are satisfied).\n- mypy: drop 4 unused `# type: igno\n[…]\ngent\n  in the /retry tests; narrow ChatScreen.BINDINGS to Binding before reading\n  .action/.key (items are typed Binding | tuple).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(ci): docs build + mypy errors",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T09:18:37Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0d01064a2efef331dea34cbc9c9fd186a25f6ae5",
          "body": "0.2.15 is published, so remove the local [tool.uv.sources] editable\noverride and bump the console/docker pins from 0.2.14 to 0.2.15. The\nagent now gets background processes, the read/glob/grep/edit/image tool\nimprovements, and AsyncCompositeBackend from the published release —\nmatching what terminal-bench installs from PyPI.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(deps): pin pydantic-ai-backend>=0.2.15, drop editable override",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T09:12:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0ef5bc8c5198c45578de38a222c7fe77c54dc769",
          "body": "Attaching a file by path failed for names with spaces (e.g. a macOS\n\"Screenshot 2026-06-27 at 10.34.39.png\"): the @-ref regex stopped at the\nfirst space, so the image was never recognized or attached and the agent\nfell back to globbing for it and gave up (\"can't view images\").\n\n- _expand_file_refs n\n[…]\ne @ file picker and drag-drop now quote paths that contain spaces.\n\n4 new tests (quoted image, quoted text, unquoted still works).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): @file refs with spaces (quoted) — attach images by path",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T08:39:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d36f8ba4f13b632a281960e117a1808fe9b5762f",
          "body": "…gent\n\nAdd a Monitor feature mirroring Claude Code's Monitor tool: the agent\nstarts a long-lived command (log tail, CI poll, file watch, dev server)\nand new output is delivered back into the conversation so it reacts\nwithout polling.\n\n- features/monitoring/: MonitorManager drains a background proces\n[…]\np-level\n  exports, and CLAUDE.md. Disabled for subagents and team members.\n- 13 tests, 100% coverage; mypy + pyright + ruff clean.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: Monitor (watch & react) — background watches that push to the a…",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T08:07:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "6b9f42abcd7c7121299068dda6369cbf576b39d0",
          "body": "@file references inlined the entire file body into the prompt, which\nwastes context and takes the read strategy away from the agent. Now a\ntext/code @ref resolves to the bare (backticked) path so the agent\ndecides how to read it — full read_file, an offset/limit slice, or grep.\nImages are still attached as multimodal content (the model reads those\ndirectly), and unknown paths are left as typed.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): @file passes the path, not the whole file contents",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:39:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6084005a7c5345d3d6759c9612e5957e3d73f6b9",
          "body": "Three fixes to the session picker:\n- Loaded + JSON-parsed up to 50 messages.json files synchronously in\n  compose(), freezing the UI when opening /load on a big history. Now\n  loads in a worker thread with a \"loading…\" placeholder.\n- Sorted by directory name (a uuid) instead of recency; now sorts by\n[…]\nmatcher, consistent\n  with the other pickers.\n\n(Method named _populate, not _render, to avoid the Textual collision.)\n5 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): /load session picker — async load, mtime sort, fuzzy filter",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:35:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ad95a4eb32a50bc1b6b73bbbeca2ff656339cb76",
          "body": "Adds a test for /export with no argument (writes conversation-*.md to\ncwd), complementing the explicit-path case.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test(cli): cover /export default-path branch",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:32:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "68e5cd7bff36c79aceeeac3ccbe167646b6ac3d5",
          "body": "DiffViewModal ran four blocking git subprocesses inside compose(), so\nopening /diff on a large repo froze the UI for up to the combined\ntimeout. Show a \"Loading…\" placeholder and gather the diff in a worker\nthread (asyncio.to_thread), then fill it in. 4 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): load /diff off the event loop (no freeze on open)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:27:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "31ad9dbb01dbc136f699ed7e5d401317262fa52e",
          "body": "run_shell_command used a blocking subprocess.run(timeout=60) on the\nevent loop, so a long !command (e.g. !make test, !npm install) froze the\nwhole TUI — no rendering, no input — until it finished. Move the\nsubprocess into a worker thread via asyncio.to_thread + _spawn_tracked;\nthe user message shows immediately and output streams in when ready.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): run !shell commands off the event loop (no UI freeze)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:25:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c3971fdd36d639a65a00851d1b8df338285a1369",
          "body": "/theme with no argument lists the available themes, which is more useful\nthan staging a blind \"/theme \" the user must complete from memory. Keep\npre-fill for /goal and /export where the argument is the whole point.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(cli): don't pre-fill /theme — its no-arg form lists themes",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:22:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a3cb5ed4220277e1d1f7c9dd3a37fb8e7c45627c",
          "body": "Up/down only walks input history linearly; Ctrl+P opens a fuzzy-\nsearchable picker over recent, de-duplicated prompts and stages the\nchosen one in the input (multiline-aware) for editing before resend.\nReuses the fuzzy matcher and FilterInput. Documented in /help; 7 tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): Ctrl+P input-history picker (fuzzy search past prompts)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:21:03Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "72e8af895ca917a7acdafa59ead7235d7e952e6a",
          "body": "Pasting a code block into the single-line prompt previously lost its\nnewlines (Textual's Input is single-line). Detect a multi-line paste in\nPromptInput._on_paste and route it to multiline mode via a new\nMultilinePasteRequested message + InputArea.enter_multiline_with(),\nprepending any already-typed text. 2 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): preserve multi-line pastes by switching to multiline input",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:18:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "717799cc27bf23e31fe39e354b81ab304f98fadf",
          "body": "/bug, /copy-all, /improve, /info, /screenshot, and /theme were\nregistered but undocumented in /help (and /bug was also missing from the\npicker). Add them all, and add a regression guard that fails if any\nregistered command is ever missing from the picker or /help.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs(cli): document all commands in /help + picker, add coverage guard",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:13:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f75d25a66a9edfe43c86decac780aecc1f2d9254",
          "body": "Complements the pinned Background panel: /shells reports running/exited\nbackground shells (from run_in_background) even when the panel is\ncollapsed or scrolled away — running count, total, and per-shell\nid/state/command. Registered in the picker and /help; 3 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): add /shells to list background processes on demand",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-27T07:11:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "771d6cd253baaab8f6491e680485793ec984f281",
          "body": "…blind\n\nPicking /goal, /export, or /theme from the command picker now pre-fills\n\"/cmd \" into the input (cursor at end, focused) so the user can type the\nargument and submit — rather than the command running immediately with\nno argument. Adds InputArea.prefill().\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): stage arg-taking commands in the input instead of running …",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:25:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "82ab2369238990ac86b1d2f53c3358a42c415e4c",
          "body": "/undo trimmed message_history but left the removed turn's widgets on\nscreen, so the user kept seeing a turn the model no longer remembered.\nAdd MessageList.remove_last_turn() and call it from /undo (and /retry,\nso a retry shows one clean turn instead of stacking the old reply).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): /undo now also removes the turn from the screen",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:23:27Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a0b33e63943fc67ffd2d08fa5f0ee5d570e93fdd",
          "body": "Replace substring filtering with an fzf-style subsequence matcher so\ntyping \"mainpy\" finds apps/cli/main.py and \"cpy\" finds /copy. Matches\nare ranked — contiguous runs, word-boundary hits, and early matches\nscore higher; gaps are penalised — so the best candidate lands on top.\n\nNew apps/cli/fuzzy.py (fuzzy_score / fuzzy_filter), wired into both the\n/ command picker and the @ file picker. 11 new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): fuzzy subsequence matching in command & file pickers",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:21:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ac17337be893cf22f74e0450b9f708beb12fb190",
          "body": "The >=90% context heads-up fired on every ContextUpdated event, which\narrives many times per turn — flooding the UI with identical warnings.\nGate it on the rising edge with a _context_warned latch that re-arms\nbelow 85% (hysteresis), so the user sees one warning per crossing and a\nfresh one if usage climbs back after /compact.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cli): stop context-warning spam, warn once per crossing",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:18:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "689a2d68d97d29d151062966f59a504d3decc88a",
          "body": "- /retry: re-run the last user prompt, dropping the previous (bad or\n  aborted) turn from history first. Guards against running mid-turn and\n  during an active fork. Backed by a new app.last_user_prompt, set on\n  every submit.\n- /export [path]: write the conversation to a Markdown file (## You /\n  #\n[…]\nssistant sections); defaults to ./conversation-<timestamp>.md.\n- Registered in the command picker and /help; 5 new dispatch tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): add /retry and /export commands",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:16:42Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3faee81c741746e78d75ec2046a6bc37e835c184",
          "body": "Temporary [tool.uv.sources] override so the CLI picks up the unreleased\nbackground-process support from the local feat/background-processes\nbranch. Revert once the backend ships a release with these tools.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: point pydantic-ai-backend at local editable checkout (LOCAL DEV)",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:07:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4a8f88c8c8992cfad15d3bf203da65a2b569a752",
          "body": "Surface long-lived background processes (run_in_background) in the TUI,\nmatching the existing subagents/todos panel language:\n\n- ShellsWidget: pinned activity-strip panel showing tracked background\n  shells — ● running (accent), ✓ exited 0 (dim), ✗ exit N (error) — with\n  shell id + truncated comman\n[…]\nell).\n  Extracted shell/web/search previews into _special_args_preview to keep\n  _format_args_preview under the complexity budget.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(cli): background shells panel in the activity dock",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T23:07:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c0b6d8f2c00a00343ba1feabff3b1a19508a9963",
          "body": "Two terminal-UX gaps:\n\n- Textual captures the mouse, so drag-selection makes a Textual selection but\n  nothing copied it — ctrl+c is bound to interrupt, leaving Textual's copy\n  action unreachable. Bind ctrl+shift+c to copy_text (copies the selection to\n  the clipboard).\n- Assistant text renders as \n[…]\nome clickable hyperlinks; existing markdown links and\n  autolinks are left untouched, trailing sentence punctuation stays outside.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ui(cli): copy mouse selection (ctrl+shift+c) + clickable bare URLs",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T22:07:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3b525e9508b982c4aeaf9552658800bf3886e629",
          "body": "The tool-search discovery result was dumped as a raw ~8k-char JSON blob in the\nconversation. Render it as a compact \"discovered N tools\" line plus the tool\nnames as accent chips; the header shows the search query. Parses both JSON and\nPython dict-repr forms of the result.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ui(cli): pretty-print search_tools (tool-search) results",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T21:53:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8bc93a6781a61253bc694a94b30f4983db32ecb6",
          "body": "The agent could only delegate to `planner` (plans) and `research` (investigate)\n— both described as non-implementers — and the `task` tool only accepts a\nregistered subagent_type, with general-purpose disabled. So when asked to write\ncode it concluded \"no subagent can create files\" and did everythin\n[…]\n (and the CLI panel baseline), so the agent can hand off\nself-contained build work via task(subagent_type=\"general-purpose\", ...).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add a general-purpose subagent so the agent can delegate real work",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T21:43:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a9382fb1f319cf5a48e352dd4ff8584eb6eca578",
          "body": "Only anthropic_cache_* model settings were set, which the OpenRouter model\n(a common default, e.g. openrouter:anthropic/claude-opus-4.6) silently ignores.\nLive traces showed zero cache reads: a research subagent re-sent its growing\n145k→310k-token prefix at full price every turn — 5 calls >100k toke\n[…]\ntions\nsettings (each provider reads its own keys, ignores the other's), so the stable\nprefix is cached on the OpenRouter path too.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "perf: enable prompt caching on the OpenRouter path",
          "author_name": "Kacper Włodarczyk",
          "author_login": "DEENUU1",
          "committed_at": "2026-06-26T21:16:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        }
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      "releases_count": 64,
      "commits_last_year": 670,
      "latest_release_at": "2026-08-01T09:25:20Z",
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      "days_since_last_push": 0,
      "active_weeks_last_year": 32,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 4.4
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    "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": {
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          "name": "pydantic-deep",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "agent-framework",
            "agentic",
            "ai-agent",
            "autonomous-agent",
            "claude",
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            "Operating System :: OS Independent",
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            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Software Development :: Libraries :: Python Modules",
            "Typing :: Typed"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/pydantic-deep/",
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