Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 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★ 1013 estrellas⑂ 118 forksdesde nov 2025Ver en GitHub ↗
TipoBibliotecaFrameworkcómo se determina

vstorm-co/pydantic-deepagents tiene un índice de salud de 94 sobre 100, lo que lo sitúa en la banda Excepcional. Su puntuación más alta es Engineering Quality (96/100) y la más baja, Security (66/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

94
global / 100
Excepcional

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala estandarizada de 1 a 100. El resultado global parte de su media ponderada, calibrada contra la distribución del registro público para que las bandas tengan significado percentil; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe un límite «En riesgo» de 34.

94
Excepcional93-100El nivel más alto del registro (≈ el 5% superior); cumple prácticamente todos los criterios evaluados
Excelente80-92Sólido en todos los frentes; carencias menores
Bueno65-79Saludable; carencias limitadas y manejables
Moderado50-64Aceptable con carencias notables; se recomienda revisión
Débil35-49Debilidades sustanciales en varias áreas
En riesgo20-34Debilidades significativas; su adopción exige cautela
Crítico1-19Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.

El resultado global ponderado 80 se calibra a 94 en la escala publicada del índice (calibración del registro 2026-08-02).

Titularidad

VstormOrganización
147 seguidores34 repositorios públicosdesde mar 2021

Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIpydantic-deep0.3.41116.28256hace 0 díasagent-frameworkagenticai-agentautonomous-agentclaudeclideep-agentllmmcpmulti-agentopenaipydantic-aisubagentsterminal-assistanttool-calling

Métricas por categoría

Vitalidad

¿Está vivo el proyecto: se escribe código y se publican versiones?

92Excelente · 21% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
22.2/36Cadencia de commits — 32/52 semanas con commits
18/18Volumen de commits — 670 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 23 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year670
human_commit_share0,98
days_since_last_push0
active_weeks_last_year32
Cómo se puntúa
27/27Publica versiones — 64 versiones publicadas
36/36Recencia de las versiones — última versión hace 0 días
27/27Cadencia de publicación — una versión cada ~4,4 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count64
latest_release_tag0.3.41
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases4,4
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

77Bueno · 17% del índice global
Cómo se puntúa
48.7/60Estrellas — 1013 estrellas
17.2/25Forks — 118 forks
5.6/15Observadores — 11 observadores
Datos de entrada utilizados
forks118
stars1013
watchers11
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
18/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
6.3/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
readme_badges
has_contributing
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_template
Cómo se puntúa
67.5/80Descargas mensuales — 116.282 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagespydantic-deep
dependents
ecosystemspypi
total_downloads
monthly_downloads116.282
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?

67Bueno · 23% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
2.8/22.5Distribución de commits — el principal contribuyente firma el 87% de los commits
13.5/13.5Amplitud de contribuyentes — 14 contribuyentes
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Datos de entrada utilizados
bus_factor1
contributors_sampled14
top_contributor_share0,874
Cómo se puntúa
40.1/42Resolución de issues — 96% de issues cerradas
26.3/30Aceptación de PR — 108/123 PR decididos fusionados
0/13Newcomer PR acceptance — ningún PR de un contribuyente primerizo decidido en 30 d
4.5/15OpenSSF Scorecard: Code-Review — Found 3/10 approved changesets -- score normalized to 3
Datos de entrada utilizados
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
Excluidos de la puntuación (sin datos o no aplicable): newcomer_pr_acceptance. Los pesos restantes se han renormalizado.
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
15.6/25Alcance del propietario — 147 seguidores de vstorm-co
22/25Trayectoria — 34 repos públicos, cuenta de ~5 años
Datos de entrada utilizados
followers147
owner_typeOrganization
is_verified
owner_loginvstorm-co
public_repos34
account_age_days1968
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 0 días
20/20Historial de versiones — 56 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagespydantic-deep
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

96Excepcional · 19% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 4 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

100Excepcional
Cómo se puntúa
30/30README
25/25Directorio de documentación
15/15Sitio de documentación / página del proyecto — https://vstorm-co.github.io/pydantic-deepagents/
10/10Descripción del repositorio
10/10Topics — 17 topics
10/10Wiki
Datos de entrada utilizados
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_wiki
homepagehttps://vstorm-co.github.io/pydantic-deepagents/
has_readme
has_docs_dir
has_description

Seguridad

¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?

66Bueno · 16% del índice global
Cómo se puntúa
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
2.5/2.5Licencia — 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 — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6,6
Excluidos de la puntuación (sin datos o no aplicable): signed_releases. Los pesos restantes se han renormalizado.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Tiene un peso deliberadamente pequeño (4%): las herramientas para agentes son una señal real de mantenimiento, pero un repositorio sin ninguna puede alcanzar igualmente 100/100.

74Bueno · 4% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — CLAUDE.md, apps/harbor/AGENTS.md, docs/api/agent.md, docs/concepts/agents.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 91 de 98 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
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
Cómo se puntúa
18/18Arranque con un solo comando — Makefile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
0/11Verificación estática de tipos
10/10Entorno reproducible — Dockerfile
10/10Práctica demostrada con agentes — 33 de los últimos 100 commits con autoría o crédito de agente
8/8Mantenimiento automatizado — 2 de los últimos 100 commits son actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfiles
has_dockerfile
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_config
typecheck_configs
agent_commit_share0,33
toolchain_manifests
dependency_bot_commit_share0,02
Cómo se puntúa
0/45Código verificable por tipos — Python sin configuración de verificación de tipos
53.1/55Tamaños de archivo manejables — 10/295 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languagePython
largest_source_bytes134.208
source_files_sampled295
oversized_source_files10
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
20/20Servidor MCP
40/40Ejemplos ejecutables — examples
Datos de entrada utilizados
example_dirsexamples
has_mcp_signal
api_schema_files

Datos clave

1013estrellas de GitHub
14contribuidores
670commits en los últimos 12 meses
0días desde el último push
64versiones publicadas
1factor bus
3issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • 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

Más detalle

Historial de estrellas y forks 0 ★ / 118 ⇿
0Estrellas
118Forks
58Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

02040608010012011842025-122026-042026-07
Mayor 0Menor 1Parche 57
OpenSSF Scorecard 6.6 / 10
6.6agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).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
n/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Dependencias directas 8
RegistroPaqueteRestricción de versiónManifiesto
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
Todas las dependencias 43

Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 8 paquetes directos y 35 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.

RegistroPaqueteVersiónRelación
PyPIchardetdirecta
PyPIpydanticdirecta
PyPIpydantic-ai-backenddirecta
PyPIpydantic-ai-shieldsdirecta
PyPIpydantic-ai-slimdirecta
PyPIpydantic-ai-tododirecta
PyPIsubagents-pydantic-aidirecta
PyPIsummarization-pydantic-aidirecta
PyPIagent-client-protocolindirecta
PyPIbanditindirecta
PyPIbuildindirecta
PyPIcoverageindirecta
PyPIfastapiindirecta
PyPIgriffeindirecta
PyPIhtml2textindirecta
PyPIliteparseindirecta
PyPIlogfireindirecta
PyPImkdocsindirecta
PyPImkdocs-llmstxtindirecta
PyPImkdocs-materialindirecta
PyPImkdocstringsindirecta
PyPImkdocstrings-pythonindirecta
PyPImypyindirecta
PyPIpillowindirecta
PyPIplaywrightindirecta
PyPIpre-commitindirecta
PyPIprompt-toolkitindirecta
PyPIpy-key-value-aioindirecta
PyPIpydantic-aiindirecta
PyPIpydantic-deepindirecta
PyPIpyrightindirecta
PyPIpytestindirecta
PyPIpytest-asyncioindirecta
PyPIpython-dotenvindirecta
PyPIpython-multipartindirecta
PyPIpyyamlindirecta
PyPIrichindirecta
PyPIruffindirecta
PyPItextualindirecta
PyPItwineindirecta
PyPItyperindirecta
PyPItypes-pyyamlindirecta
PyPIuvicornindirecta
Avisos de dependencias sin evaluar

El cotejo de avisos no pudo ejecutarse para este informe: No resolved dependencies carried a version and a supported ecosystem

Informe JSON sin procesar legible por máquina
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          "headline": "Merge pull request #164 from vstorm-co/refactor/code-quality-report",
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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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          "body": "Restructure the docs around FastAPI's Learn → Advanced → Reference model\nand rewrite/expand the content in that voice (second person, show → run →\nobserve → dissect → Recap), covering the framework, the CLI app, and the\nreference apps.\n\n- Tutorial — User Guide (docs/learn/, 13 pages): first agent → \n[…]\nd fix cross-links.\n- Use the real Pydantic logo (docs/favicon.ico) in the navbar + favicon.\n\n`mkdocs build --strict` passes clean.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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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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          "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>",
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          "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
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          "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,
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          "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,
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        },
        {
          "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",
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  "warnings": [
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    "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"
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Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.3.1, esquema v0.27.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadasPyPI.