Registro públicoExcelente
Informe de salud del softwareesquema 0.34.0 · métricas 2.10.0 · 2026-09-10 01:34 UTC
deepset-ai / haystack-core-integrations
Additional packages (components, document stores and the likes) to extend the capabilities of Haystack
deepset-ai/haystack-core-integrations tiene un índice de salud de 89 sobre 100, lo que lo sitúa en la banda Excelente. Su puntuación más alta es Sustainability & Governance (87/100) y la más baja, Vitality (60/100). Se actualizó por última vez hoy. 3 personas concentran la mayor parte del trabajo reciente.
89
global / 100Índice 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.
89
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)
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 75 se calibra a 89 en la escala publicada del índice (calibración del registro 2026-08-02).
Titularidad
deepsetOrganización · dominio verificado
1381 seguidores78 repositorios públicosdesde jun 2019
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación | Etiquetas |
|---|---|---|---|---|---|---|
| PyPI | astra-haystack | 4.4.0 | 1070 | 32 | hace 8 días | — |
| PyPI | brave-haystack | 0.1.0 | 388 | 1 | hace 126 días | ai-searchbravehaystackweb-search |
| PyPI | chroma-haystack | 4.5.0 | 9429 | 46 | hace 8 días | — |
| PyPI | cognee-haystack | 0.1.2 | 137 | 3 | hace 15 días | — |
| PyPI | cohere-haystack | 10.0.0 | 36.509 | 47 | hace 5 días | — |
| PyPI | aimlapi-haystack | 2.1.0 | 408 | 3 | hace 54 días | — |
| PyPI | alloydb-haystack | 0.3.0 | 523 | 4 | hace 8 días | — |
| PyPI | chonkie-haystack | 1.1.0 | - | 2 | hace 5 días | — |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
60
Actividad de desarrollo
100Excepcional
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 0 días |
| 36/36 | Cadencia de commits — 52/52 semanas con commits |
| 18/18 | Volumen de commits — 1656 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 1656 |
| human_commit_share | 0,95 |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Disciplina de publicación
1Crítico
Cómo se puntúa
| 0/27 | Publica versiones — sin versiones publicadas |
| 0/36 | Recencia de las versiones — sin versiones |
| 0/27 | Cadencia de publicación — sin versiones |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 0 |
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?
77
Popularidad y adopción
63Moderado
Cómo se puntúa
| 37.4/60 | Estrellas — 202 estrellas |
| 20.9/25 | Forks — 325 forks |
| 4.7/15 | Observadores — 8 observadores |
Datos de entrada utilizados
| forks | 325 |
| stars | 202 |
| watchers | 8 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
92Excelente
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (Apache-2.0) |
| 18/18 | Guía CONTRIBUTING |
| 13.5/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 6.3/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| readme_badges | 411 |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | sí |
| readme_badge_services | github.com, shields.io |
| has_pull_request_template | sí |
Cómo se puntúa
| 62.5/80 | Descargas mensuales — 48.464 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | astra-haystack, brave-haystack, chroma-haystack, cognee-haystack, cohere-haystack, aimlapi-haystack, alloydb-haystack, chonkie-haystack |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 48.464 |
| unverified_packages_excluded | — |
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?
87
Cómo se puntúa
| 36/54 | Factor bus — la mitad de los commits recae en 3 contribuyente(s) |
| 16/22.5 | Distribución de commits — el principal contribuyente firma el 29% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 98 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 18 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 3 |
| contributors_sampled | 98 |
| top_contributor_share | 0,289 |
Capacidad de respuesta a issues y PR
80Excelente
Cómo se puntúa
| 39.2/42 | Resolución de issues — 93% de issues cerradas |
| 27.3/30 | Aceptación de PR — 2636/2894 PR decididos fusionados |
| 6.5/13 | Newcomer PR acceptance — 2/4 PR de contribuyentes primerizos fusionados en 30 d |
| 7.5/15 | OpenSSF Scorecard: Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
Datos de entrada utilizados
| merged_prs | 2636 |
| open_issues | 66 |
| closed_issues | 912 |
| prs_merged_7d | 25 |
| prs_decided_7d | 32 |
| prs_merged_30d | 45 |
| prs_decided_30d | 55 |
| issue_closed_ratio | 0,933 |
| closed_unmerged_prs | 258 |
| first_time_authors_30d | 4 |
| first_time_prs_merged_30d | 2 |
| first_time_prs_decided_30d | 4 |
Propiedad y custodia
98Excepcional
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 20/20 | Dominio verificado |
| 22.6/25 | Alcance del propietario — 1381 seguidores de deepset-ai |
| 25/25 | Trayectoria — 78 repos públicos, cuenta de ~7 años |
Datos de entrada utilizados
| followers | 1381 |
| owner_type | Organization |
| is_verified | sí |
| owner_login | deepset-ai |
| public_repos | 78 |
| account_age_days | 2644 |
Mantenimiento de paquetes
100Excepcional
Cómo se puntúa
| 25/25 | Publicado y resoluble — 8 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 5 días |
| 20/20 | Historial de versiones — 47 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | astra-haystack, brave-haystack, chroma-haystack, cognee-haystack, cohere-haystack, aimlapi-haystack, alloydb-haystack, chonkie-haystack |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 5 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
76
Prácticas de ingeniería
84Excelente
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 119 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 16/16 | Configuración de linter — integrations/agent_pack/pyproject.toml ([tool.ruff]), integrations/aimlapi/pyproject.toml ([tool.ruff]), integrations/alloydb/pyproject.toml ([tool.ruff]), integrations/amazon_bedrock/pyproject.toml ([tool.ruff]), integrations/amazon_sagemaker/pyproject.toml ([tool.ruff]), integrations/amazon_textract/pyproject.toml ([tool.ruff]), integrations/anthropic/pyproject.toml ([tool.ruff]), integrations/arangodb/pyproject.toml ([tool.ruff]), integrations/arcadedb/pyproject.toml ([tool.ruff]), integrations/astra/pyproject.toml ([tool.ruff]), integrations/azure_ai_search/pyproject.toml ([tool.ruff]), integrations/azure_doc_intelligence/pyproject.toml ([tool.ruff]), integrations/azure_documentdb/pyproject.toml ([tool.ruff]), integrations/azure_form_recognizer/pyproject.toml ([tool.ruff]), integrations/brave/pyproject.toml ([tool.ruff]), integrations/chonkie/pyproject.toml ([tool.ruff]), integrations/chroma/pyproject.toml ([tool.ruff]), integrations/cognee/pyproject.toml ([tool.ruff]), integrations/cohere/pyproject.toml ([tool.ruff]), integrations/cometapi/pyproject.toml ([tool.ruff]) |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | sí |
| has_precommit_config | no |
Documentación
65Bueno
Cómo se puntúa
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://haystack.deepset.ai |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | ai, haystack, llm, mlops, nlp |
| has_wiki | no |
| homepage | https://haystack.deepset.ai |
| docs_site | https://haystack.deepset.ai |
| has_readme | sí |
| has_docs_dir | no |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
70
Postura de seguridad
62Moderado
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 3.8/7.5 | Code-Review — Found 16/30 approved changesets -- score normalized to 5 |
| 2.5/2.5 | Contributors — project has 18 contributing companies or organizations |
| 0/10 | Dangerous-Workflow — dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 4.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6,2 |
Excluidos de la puntuación (sin datos o no aplicable): Signed-Releases. Los pesos restantes se han renormalizado.
Avisos de dependencias
100Excepcional
Cómo se puntúa
| 35/35 | Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido |
| 25/25 | Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 52 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:astra-haystack@4.4.0 —lo que arrastra la instalación del paquete publicado—: 52 paquetes. No se analiza la alcanzabilidad.
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.
85
Contexto y guía para agentes
86Excelente
Cómo se puntúa
| 45/45 | Instrucciones para agentes — AGENTS.md, CLAUDE.md |
| 15/15 | Documentación legible por máquinas (llms.txt) — llms.txt servido por el sitio web del proyecto (https://haystack.deepset.ai/llms.txt) |
| 26.4/40 | Historial de commits legible — 47 de 95 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | sí |
| llms_txt_url | https://haystack.deepset.ai/llms.txt |
| legible_history_share | 0,495 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 2237 |
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 11/11 | Configuración de lint / formato — integrations/agent_pack/pyproject.toml ([tool.ruff]), integrations/aimlapi/pyproject.toml ([tool.ruff]), integrations/alloydb/pyproject.toml ([tool.ruff]), integrations/amazon_bedrock/pyproject.toml ([tool.ruff]), integrations/amazon_sagemaker/pyproject.toml ([tool.ruff]), integrations/amazon_textract/pyproject.toml ([tool.ruff]), integrations/anthropic/pyproject.toml ([tool.ruff]), integrations/arangodb/pyproject.toml ([tool.ruff]), integrations/arcadedb/pyproject.toml ([tool.ruff]), integrations/astra/pyproject.toml ([tool.ruff]), integrations/azure_ai_search/pyproject.toml ([tool.ruff]), integrations/azure_doc_intelligence/pyproject.toml ([tool.ruff]), integrations/azure_documentdb/pyproject.toml ([tool.ruff]), integrations/azure_form_recognizer/pyproject.toml ([tool.ruff]), integrations/brave/pyproject.toml ([tool.ruff]), integrations/chonkie/pyproject.toml ([tool.ruff]), integrations/chroma/pyproject.toml ([tool.ruff]), integrations/cognee/pyproject.toml ([tool.ruff]), integrations/cohere/pyproject.toml ([tool.ruff]), integrations/cometapi/pyproject.toml ([tool.ruff]) |
| 11/11 | Verificación estática de tipos — integrations/agent_pack/src/haystack_integrations/agent_pack/py.typed, integrations/aimlapi/src/haystack_integrations/components/generators/py.typed, integrations/alloydb/src/haystack_integrations/components/retrievers/py.typed, integrations/alloydb/src/haystack_integrations/document_stores/py.typed, integrations/amazon_bedrock/src/haystack_integrations/common/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/downloaders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/embedders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/generators/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/rankers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/retrievers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/token_counters/py.typed, integrations/amazon_sagemaker/src/haystack_integrations/components/generators/py.typed, integrations/amazon_textract/src/haystack_integrations/components/converters/py.typed, integrations/anthropic/src/haystack_integrations/components/generators/py.typed, integrations/anthropic/src/haystack_integrations/token_counters/py.typed, integrations/arangodb/src/haystack_integrations/components/retrievers/py.typed, integrations/arangodb/src/haystack_integrations/document_stores/py.typed, integrations/arcadedb/src/haystack_integrations/components/retrievers/py.typed, integrations/arcadedb/src/haystack_integrations/document_stores/py.typed, integrations/astra/src/haystack_integrations/components/retrievers/py.typed, integrations/astra/src/haystack_integrations/document_stores/py.typed, integrations/azure_ai_search/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_ai_search/src/haystack_integrations/document_stores/py.typed, integrations/azure_doc_intelligence/src/haystack_integrations/components/converters/py.typed, integrations/azure_documentdb/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_documentdb/src/haystack_integrations/document_stores/py.typed, integrations/azure_form_recognizer/src/haystack_integrations/components/converters/py.typed, integrations/brave/src/haystack_integrations/components/websearch/py.typed, integrations/chonkie/src/haystack_integrations/components/preprocessors/py.typed, integrations/chroma/src/haystack_integrations/components/retrievers/py.typed, integrations/chroma/src/haystack_integrations/document_stores/py.typed, integrations/cognee/src/haystack_integrations/components/retrievers/py.typed, integrations/cognee/src/haystack_integrations/components/writers/py.typed, integrations/cognee/src/haystack_integrations/memory_stores/py.typed, integrations/cohere/src/haystack_integrations/components/embedders/py.typed, integrations/cohere/src/haystack_integrations/components/generators/py.typed, integrations/cohere/src/haystack_integrations/components/rankers/py.typed, integrations/cometapi/src/haystack_integrations/components/generators/py.typed, integrations/datadog/src/haystack_integrations/components/connectors/py.typed, integrations/datadog/src/haystack_integrations/tracing/py.typed, integrations/ddgs/src/haystack_integrations/components/websearch/py.typed, integrations/deepeval/src/haystack_integrations/components/evaluators/py.typed, integrations/docling/src/haystack_integrations/components/converters/py.typed, integrations/docling_serve/src/haystack_integrations/components/converters/py.typed, integrations/dspy/src/haystack_integrations/components/generators/py.typed, integrations/e2b/src/haystack_integrations/tools/py.typed, integrations/edenai/src/haystack_integrations/components/embedders/py.typed, integrations/edenai/src/haystack_integrations/components/generators/py.typed, integrations/elasticsearch/src/haystack_integrations/components/retrievers/py.typed, integrations/elasticsearch/src/haystack_integrations/document_stores/py.typed, integrations/faiss/src/haystack_integrations/components/retrievers/py.typed, integrations/faiss/src/haystack_integrations/document_stores/py.typed, integrations/falkordb/src/haystack_integrations/components/retrievers/py.typed, integrations/falkordb/src/haystack_integrations/document_stores/py.typed, integrations/fastembed/src/haystack_integrations/components/embedders/py.typed, integrations/fastembed/src/haystack_integrations/components/rankers/py.typed, integrations/firecrawl/src/haystack_integrations/components/fetchers/py.typed, integrations/firecrawl/src/haystack_integrations/components/websearch/py.typed, integrations/funasr/src/haystack_integrations/components/audio/py.typed, integrations/github/src/haystack_integrations/components/connectors/py.typed, integrations/github/src/haystack_integrations/prompts/py.typed, integrations/github/src/haystack_integrations/tools/py.typed, integrations/google_drive/src/haystack_integrations/common/py.typed, integrations/google_drive/src/haystack_integrations/components/fetchers/py.typed, integrations/google_drive/src/haystack_integrations/components/retrievers/py.typed, integrations/google_genai/src/haystack_integrations/common/py.typed, integrations/google_genai/src/haystack_integrations/components/embedders/py.typed, integrations/google_genai/src/haystack_integrations/components/generators/py.typed, integrations/google_genai/src/haystack_integrations/token_counters/py.typed, integrations/hanlp/src/haystack_integrations/components/preprocessors/py.typed, integrations/hetzner/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/common/py.typed, integrations/huggingface_api/src/haystack_integrations/components/embedders/py.typed, integrations/huggingface_api/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/components/rankers/py.typed, integrations/ibm_db/src/haystack_integrations/components/retrievers/py.typed, integrations/ibm_db/src/haystack_integrations/document_stores/py.typed, integrations/jina/src/haystack_integrations/components/connectors/py.typed, integrations/jina/src/haystack_integrations/components/embedders/py.typed, integrations/jina/src/haystack_integrations/components/rankers/py.typed, integrations/kreuzberg/src/haystack_integrations/components/converters/py.typed, integrations/langdetect/src/haystack_integrations/components/classifiers/py.typed, integrations/langdetect/src/haystack_integrations/components/routers/py.typed, integrations/langfuse/src/haystack_integrations/components/connectors/py.typed, integrations/langfuse/src/haystack_integrations/tracing/py.typed, integrations/lara/src/haystack_integrations/components/translators/py.typed, integrations/libreoffice/src/haystack_integrations/components/converters/py.typed, integrations/linkup/src/haystack_integrations/components/websearch/py.typed, integrations/litellm/src/haystack_integrations/components/generators/py.typed, integrations/llama_cpp/src/haystack_integrations/components/generators/py.typed, integrations/llama_stack/src/haystack_integrations/components/generators/py.typed, integrations/mariadb/src/haystack_integrations/components/retrievers/py.typed, integrations/mariadb/src/haystack_integrations/document_stores/py.typed, integrations/markitdown/src/haystack_integrations/components/converters/py.typed, integrations/mcp/src/haystack_integrations/tools/py.typed, integrations/mem0/src/haystack_integrations/components/retrievers/py.typed, integrations/mem0/src/haystack_integrations/components/writers/py.typed, integrations/mem0/src/haystack_integrations/memory_stores/py.typed, integrations/mem0/src/haystack_integrations/tools/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/common/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/fetchers/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/retrievers/py.typed, integrations/mirage/src/haystack_integrations/tools/py.typed, integrations/mistral/src/haystack_integrations/components/converters/py.typed, integrations/mistral/src/haystack_integrations/components/embedders/py.typed, integrations/mistral/src/haystack_integrations/components/generators/py.typed, integrations/mongodb_atlas/src/haystack_integrations/components/retrievers/py.typed, integrations/mongodb_atlas/src/haystack_integrations/document_stores/py.typed, integrations/nvidia/src/haystack_integrations/components/embedders/py.typed, integrations/nvidia/src/haystack_integrations/components/generators/py.typed, integrations/nvidia/src/haystack_integrations/components/rankers/py.typed, integrations/nvidia/src/haystack_integrations/utils/py.typed, integrations/oauth/src/haystack_integrations/components/connectors/py.typed, integrations/oauth/src/haystack_integrations/utils/py.typed, integrations/ollama/src/haystack_integrations/components/embedders/py.typed, integrations/ollama/src/haystack_integrations/components/generators/py.typed, integrations/openapi/src/haystack_integrations/components/connectors/py.typed, integrations/openapi/src/haystack_integrations/components/converters/py.typed, integrations/opendataloader_pdf/src/haystack_integrations/components/converters/py.typed, integrations/openrouter/src/haystack_integrations/components/generators/py.typed, integrations/opensearch/src/haystack_integrations/components/retrievers/py.typed, integrations/opensearch/src/haystack_integrations/document_stores/py.typed, integrations/opentelemetry/src/haystack_integrations/components/connectors/py.typed, integrations/opentelemetry/src/haystack_integrations/tracing/py.typed, integrations/optimum/src/haystack_integrations/components/embedders/py.typed, integrations/oracle/src/haystack_integrations/components/retrievers/py.typed, integrations/oracle/src/haystack_integrations/document_stores/py.typed, integrations/orcarouter/src/haystack_integrations/components/generators/py.typed, integrations/paddleocr/src/haystack_integrations/components/converters/py.typed, integrations/parallel/src/haystack_integrations/components/generators/py.typed, integrations/parallel/src/haystack_integrations/components/websearch/py.typed, integrations/perplexity/src/haystack_integrations/components/embedders/py.typed, integrations/perplexity/src/haystack_integrations/components/generators/py.typed, integrations/perplexity/src/haystack_integrations/components/websearch/py.typed, integrations/pgvector/src/haystack_integrations/components/retrievers/py.typed, integrations/pgvector/src/haystack_integrations/document_stores/py.typed, integrations/pinecone/src/haystack_integrations/components/retrievers/py.typed, integrations/pinecone/src/haystack_integrations/document_stores/py.typed, integrations/presidio/src/haystack_integrations/common/py.typed, integrations/presidio/src/haystack_integrations/components/extractors/py.typed, integrations/presidio/src/haystack_integrations/components/preprocessors/py.typed, integrations/pyversity/src/haystack_integrations/components/rankers/py.typed, integrations/qdrant/src/haystack_integrations/components/retrievers/py.typed, integrations/qdrant/src/haystack_integrations/document_stores/py.typed, integrations/ragas/src/haystack_integrations/components/evaluators/py.typed, integrations/rhesis/src/haystack_integrations/components/connectors/py.typed, integrations/rhesis/src/haystack_integrations/tracing/py.typed, integrations/searchapi/src/haystack_integrations/components/websearch/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/embedders/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/rankers/py.typed, integrations/serperdev/src/haystack_integrations/components/websearch/py.typed, integrations/snowflake/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/document_stores/py.typed, integrations/spacy/src/haystack_integrations/components/extractors/py.typed, integrations/sqlalchemy/src/haystack_integrations/components/retrievers/py.typed, integrations/stackit/src/haystack_integrations/components/embedders/py.typed, integrations/stackit/src/haystack_integrations/components/generators/py.typed, integrations/supabase/src/haystack_integrations/components/downloaders/py.typed, integrations/supabase/src/haystack_integrations/components/retrievers/py.typed, integrations/supabase/src/haystack_integrations/document_stores/py.typed, integrations/tavily/src/haystack_integrations/components/fetchers/py.typed, integrations/tavily/src/haystack_integrations/components/websearch/py.typed, integrations/tavily/src/haystack_integrations/tools/py.typed, integrations/tika/src/haystack_integrations/components/converters/py.typed, integrations/togetherai/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/common/py.typed, integrations/transformers/src/haystack_integrations/components/classifiers/py.typed, integrations/transformers/src/haystack_integrations/components/extractors/py.typed, integrations/transformers/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/components/readers/py.typed, integrations/transformers/src/haystack_integrations/components/routers/py.typed, integrations/twelvelabs/src/haystack_integrations/components/converters/py.typed, integrations/twelvelabs/src/haystack_integrations/components/embedders/py.typed, integrations/unstructured/src/haystack_integrations/components/converters/py.typed, integrations/valkey/src/haystack_integrations/components/retrievers/py.typed, integrations/valkey/src/haystack_integrations/document_stores/py.typed, integrations/vespa/src/haystack_integrations/components/retrievers/py.typed, integrations/vespa/src/haystack_integrations/document_stores/py.typed, integrations/vllm/src/haystack_integrations/common/py.typed, integrations/vllm/src/haystack_integrations/components/embedders/py.typed, integrations/vllm/src/haystack_integrations/components/generators/py.typed, integrations/vllm/src/haystack_integrations/components/rankers/py.typed, integrations/watsonx/src/haystack_integrations/components/embedders/py.typed, integrations/watsonx/src/haystack_integrations/components/generators/py.typed, integrations/weave/src/haystack_integrations/components/connectors/py.typed, integrations/weave/src/haystack_integrations/tracing/py.typed, integrations/weaviate/src/haystack_integrations/components/retrievers/py.typed, integrations/weaviate/src/haystack_integrations/document_stores/py.typed, integrations/whisper/src/haystack_integrations/components/audio/py.typed, integrations/youcom/src/haystack_integrations/components/websearch/py.typed |
| 10/10 | Entorno reproducible — Dockerfile |
| 10/10 | Práctica demostrada con agentes — 14 de los últimos 100 commits con autoría o crédito de agente |
| 8/8 | Mantenimiento automatizado — 5 de los últimos 100 commits son actualizaciones automáticas de dependencias |
| 9/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | sí |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | sí |
| typecheck_configs | integrations/agent_pack/src/haystack_integrations/agent_pack/py.typed, integrations/aimlapi/src/haystack_integrations/components/generators/py.typed, integrations/alloydb/src/haystack_integrations/components/retrievers/py.typed, integrations/alloydb/src/haystack_integrations/document_stores/py.typed, integrations/amazon_bedrock/src/haystack_integrations/common/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/downloaders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/embedders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/generators/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/rankers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/retrievers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/token_counters/py.typed, integrations/amazon_sagemaker/src/haystack_integrations/components/generators/py.typed, integrations/amazon_textract/src/haystack_integrations/components/converters/py.typed, integrations/anthropic/src/haystack_integrations/components/generators/py.typed, integrations/anthropic/src/haystack_integrations/token_counters/py.typed, integrations/arangodb/src/haystack_integrations/components/retrievers/py.typed, integrations/arangodb/src/haystack_integrations/document_stores/py.typed, integrations/arcadedb/src/haystack_integrations/components/retrievers/py.typed, integrations/arcadedb/src/haystack_integrations/document_stores/py.typed, integrations/astra/src/haystack_integrations/components/retrievers/py.typed, integrations/astra/src/haystack_integrations/document_stores/py.typed, integrations/azure_ai_search/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_ai_search/src/haystack_integrations/document_stores/py.typed, integrations/azure_doc_intelligence/src/haystack_integrations/components/converters/py.typed, integrations/azure_documentdb/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_documentdb/src/haystack_integrations/document_stores/py.typed, integrations/azure_form_recognizer/src/haystack_integrations/components/converters/py.typed, integrations/brave/src/haystack_integrations/components/websearch/py.typed, integrations/chonkie/src/haystack_integrations/components/preprocessors/py.typed, integrations/chroma/src/haystack_integrations/components/retrievers/py.typed, integrations/chroma/src/haystack_integrations/document_stores/py.typed, integrations/cognee/src/haystack_integrations/components/retrievers/py.typed, integrations/cognee/src/haystack_integrations/components/writers/py.typed, integrations/cognee/src/haystack_integrations/memory_stores/py.typed, integrations/cohere/src/haystack_integrations/components/embedders/py.typed, integrations/cohere/src/haystack_integrations/components/generators/py.typed, integrations/cohere/src/haystack_integrations/components/rankers/py.typed, integrations/cometapi/src/haystack_integrations/components/generators/py.typed, integrations/datadog/src/haystack_integrations/components/connectors/py.typed, integrations/datadog/src/haystack_integrations/tracing/py.typed, integrations/ddgs/src/haystack_integrations/components/websearch/py.typed, integrations/deepeval/src/haystack_integrations/components/evaluators/py.typed, integrations/docling/src/haystack_integrations/components/converters/py.typed, integrations/docling_serve/src/haystack_integrations/components/converters/py.typed, integrations/dspy/src/haystack_integrations/components/generators/py.typed, integrations/e2b/src/haystack_integrations/tools/py.typed, integrations/edenai/src/haystack_integrations/components/embedders/py.typed, integrations/edenai/src/haystack_integrations/components/generators/py.typed, integrations/elasticsearch/src/haystack_integrations/components/retrievers/py.typed, 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integrations/huggingface_api/src/haystack_integrations/components/rankers/py.typed, integrations/ibm_db/src/haystack_integrations/components/retrievers/py.typed, integrations/ibm_db/src/haystack_integrations/document_stores/py.typed, integrations/jina/src/haystack_integrations/components/connectors/py.typed, integrations/jina/src/haystack_integrations/components/embedders/py.typed, integrations/jina/src/haystack_integrations/components/rankers/py.typed, integrations/kreuzberg/src/haystack_integrations/components/converters/py.typed, integrations/langdetect/src/haystack_integrations/components/classifiers/py.typed, integrations/langdetect/src/haystack_integrations/components/routers/py.typed, integrations/langfuse/src/haystack_integrations/components/connectors/py.typed, integrations/langfuse/src/haystack_integrations/tracing/py.typed, integrations/lara/src/haystack_integrations/components/translators/py.typed, integrations/libreoffice/src/haystack_integrations/components/converters/py.typed, integrations/linkup/src/haystack_integrations/components/websearch/py.typed, integrations/litellm/src/haystack_integrations/components/generators/py.typed, integrations/llama_cpp/src/haystack_integrations/components/generators/py.typed, integrations/llama_stack/src/haystack_integrations/components/generators/py.typed, integrations/mariadb/src/haystack_integrations/components/retrievers/py.typed, integrations/mariadb/src/haystack_integrations/document_stores/py.typed, integrations/markitdown/src/haystack_integrations/components/converters/py.typed, integrations/mcp/src/haystack_integrations/tools/py.typed, integrations/mem0/src/haystack_integrations/components/retrievers/py.typed, integrations/mem0/src/haystack_integrations/components/writers/py.typed, integrations/mem0/src/haystack_integrations/memory_stores/py.typed, integrations/mem0/src/haystack_integrations/tools/py.typed, 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integrations/nvidia/src/haystack_integrations/utils/py.typed, integrations/oauth/src/haystack_integrations/components/connectors/py.typed, integrations/oauth/src/haystack_integrations/utils/py.typed, integrations/ollama/src/haystack_integrations/components/embedders/py.typed, integrations/ollama/src/haystack_integrations/components/generators/py.typed, integrations/openapi/src/haystack_integrations/components/connectors/py.typed, integrations/openapi/src/haystack_integrations/components/converters/py.typed, integrations/opendataloader_pdf/src/haystack_integrations/components/converters/py.typed, integrations/openrouter/src/haystack_integrations/components/generators/py.typed, integrations/opensearch/src/haystack_integrations/components/retrievers/py.typed, integrations/opensearch/src/haystack_integrations/document_stores/py.typed, integrations/opentelemetry/src/haystack_integrations/components/connectors/py.typed, integrations/opentelemetry/src/haystack_integrations/tracing/py.typed, integrations/optimum/src/haystack_integrations/components/embedders/py.typed, integrations/oracle/src/haystack_integrations/components/retrievers/py.typed, integrations/oracle/src/haystack_integrations/document_stores/py.typed, integrations/orcarouter/src/haystack_integrations/components/generators/py.typed, integrations/paddleocr/src/haystack_integrations/components/converters/py.typed, integrations/parallel/src/haystack_integrations/components/generators/py.typed, integrations/parallel/src/haystack_integrations/components/websearch/py.typed, integrations/perplexity/src/haystack_integrations/components/embedders/py.typed, integrations/perplexity/src/haystack_integrations/components/generators/py.typed, integrations/perplexity/src/haystack_integrations/components/websearch/py.typed, integrations/pgvector/src/haystack_integrations/components/retrievers/py.typed, integrations/pgvector/src/haystack_integrations/document_stores/py.typed, integrations/pinecone/src/haystack_integrations/components/retrievers/py.typed, integrations/pinecone/src/haystack_integrations/document_stores/py.typed, integrations/presidio/src/haystack_integrations/common/py.typed, integrations/presidio/src/haystack_integrations/components/extractors/py.typed, integrations/presidio/src/haystack_integrations/components/preprocessors/py.typed, integrations/pyversity/src/haystack_integrations/components/rankers/py.typed, integrations/qdrant/src/haystack_integrations/components/retrievers/py.typed, integrations/qdrant/src/haystack_integrations/document_stores/py.typed, integrations/ragas/src/haystack_integrations/components/evaluators/py.typed, integrations/rhesis/src/haystack_integrations/components/connectors/py.typed, integrations/rhesis/src/haystack_integrations/tracing/py.typed, integrations/searchapi/src/haystack_integrations/components/websearch/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/embedders/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/rankers/py.typed, integrations/serperdev/src/haystack_integrations/components/websearch/py.typed, integrations/snowflake/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/document_stores/py.typed, integrations/spacy/src/haystack_integrations/components/extractors/py.typed, integrations/sqlalchemy/src/haystack_integrations/components/retrievers/py.typed, integrations/stackit/src/haystack_integrations/components/embedders/py.typed, integrations/stackit/src/haystack_integrations/components/generators/py.typed, integrations/supabase/src/haystack_integrations/components/downloaders/py.typed, integrations/supabase/src/haystack_integrations/components/retrievers/py.typed, integrations/supabase/src/haystack_integrations/document_stores/py.typed, integrations/tavily/src/haystack_integrations/components/fetchers/py.typed, integrations/tavily/src/haystack_integrations/components/websearch/py.typed, integrations/tavily/src/haystack_integrations/tools/py.typed, integrations/tika/src/haystack_integrations/components/converters/py.typed, integrations/togetherai/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/common/py.typed, integrations/transformers/src/haystack_integrations/components/classifiers/py.typed, integrations/transformers/src/haystack_integrations/components/extractors/py.typed, integrations/transformers/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/components/readers/py.typed, integrations/transformers/src/haystack_integrations/components/routers/py.typed, integrations/twelvelabs/src/haystack_integrations/components/converters/py.typed, integrations/twelvelabs/src/haystack_integrations/components/embedders/py.typed, integrations/unstructured/src/haystack_integrations/components/converters/py.typed, integrations/valkey/src/haystack_integrations/components/retrievers/py.typed, integrations/valkey/src/haystack_integrations/document_stores/py.typed, integrations/vespa/src/haystack_integrations/components/retrievers/py.typed, integrations/vespa/src/haystack_integrations/document_stores/py.typed, integrations/vllm/src/haystack_integrations/common/py.typed, integrations/vllm/src/haystack_integrations/components/embedders/py.typed, integrations/vllm/src/haystack_integrations/components/generators/py.typed, integrations/vllm/src/haystack_integrations/components/rankers/py.typed, integrations/watsonx/src/haystack_integrations/components/embedders/py.typed, integrations/watsonx/src/haystack_integrations/components/generators/py.typed, integrations/weave/src/haystack_integrations/components/connectors/py.typed, integrations/weave/src/haystack_integrations/tracing/py.typed, integrations/weaviate/src/haystack_integrations/components/retrievers/py.typed, integrations/weaviate/src/haystack_integrations/document_stores/py.typed, integrations/whisper/src/haystack_integrations/components/audio/py.typed, integrations/youcom/src/haystack_integrations/components/websearch/py.typed |
| agent_commit_share | 0,14 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0,05 |
Legibilidad del código para modelos
81Excelente
Cómo se puntúa
| 27/45 | Código verificable por tipos — Python con configuración de verificación de tipos (integrations/agent_pack/src/haystack_integrations/agent_pack/py.typed, integrations/aimlapi/src/haystack_integrations/components/generators/py.typed, integrations/alloydb/src/haystack_integrations/components/retrievers/py.typed, integrations/alloydb/src/haystack_integrations/document_stores/py.typed, integrations/amazon_bedrock/src/haystack_integrations/common/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/downloaders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/embedders/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/generators/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/rankers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/components/retrievers/py.typed, integrations/amazon_bedrock/src/haystack_integrations/token_counters/py.typed, integrations/amazon_sagemaker/src/haystack_integrations/components/generators/py.typed, integrations/amazon_textract/src/haystack_integrations/components/converters/py.typed, integrations/anthropic/src/haystack_integrations/components/generators/py.typed, integrations/anthropic/src/haystack_integrations/token_counters/py.typed, integrations/arangodb/src/haystack_integrations/components/retrievers/py.typed, integrations/arangodb/src/haystack_integrations/document_stores/py.typed, integrations/arcadedb/src/haystack_integrations/components/retrievers/py.typed, integrations/arcadedb/src/haystack_integrations/document_stores/py.typed, integrations/astra/src/haystack_integrations/components/retrievers/py.typed, integrations/astra/src/haystack_integrations/document_stores/py.typed, integrations/azure_ai_search/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_ai_search/src/haystack_integrations/document_stores/py.typed, integrations/azure_doc_intelligence/src/haystack_integrations/components/converters/py.typed, integrations/azure_documentdb/src/haystack_integrations/components/retrievers/py.typed, integrations/azure_documentdb/src/haystack_integrations/document_stores/py.typed, integrations/azure_form_recognizer/src/haystack_integrations/components/converters/py.typed, integrations/brave/src/haystack_integrations/components/websearch/py.typed, integrations/chonkie/src/haystack_integrations/components/preprocessors/py.typed, integrations/chroma/src/haystack_integrations/components/retrievers/py.typed, integrations/chroma/src/haystack_integrations/document_stores/py.typed, integrations/cognee/src/haystack_integrations/components/retrievers/py.typed, integrations/cognee/src/haystack_integrations/components/writers/py.typed, integrations/cognee/src/haystack_integrations/memory_stores/py.typed, integrations/cohere/src/haystack_integrations/components/embedders/py.typed, integrations/cohere/src/haystack_integrations/components/generators/py.typed, integrations/cohere/src/haystack_integrations/components/rankers/py.typed, integrations/cometapi/src/haystack_integrations/components/generators/py.typed, integrations/datadog/src/haystack_integrations/components/connectors/py.typed, integrations/datadog/src/haystack_integrations/tracing/py.typed, integrations/ddgs/src/haystack_integrations/components/websearch/py.typed, integrations/deepeval/src/haystack_integrations/components/evaluators/py.typed, integrations/docling/src/haystack_integrations/components/converters/py.typed, integrations/docling_serve/src/haystack_integrations/components/converters/py.typed, integrations/dspy/src/haystack_integrations/components/generators/py.typed, integrations/e2b/src/haystack_integrations/tools/py.typed, integrations/edenai/src/haystack_integrations/components/embedders/py.typed, integrations/edenai/src/haystack_integrations/components/generators/py.typed, integrations/elasticsearch/src/haystack_integrations/components/retrievers/py.typed, integrations/elasticsearch/src/haystack_integrations/document_stores/py.typed, integrations/faiss/src/haystack_integrations/components/retrievers/py.typed, integrations/faiss/src/haystack_integrations/document_stores/py.typed, integrations/falkordb/src/haystack_integrations/components/retrievers/py.typed, integrations/falkordb/src/haystack_integrations/document_stores/py.typed, integrations/fastembed/src/haystack_integrations/components/embedders/py.typed, integrations/fastembed/src/haystack_integrations/components/rankers/py.typed, integrations/firecrawl/src/haystack_integrations/components/fetchers/py.typed, integrations/firecrawl/src/haystack_integrations/components/websearch/py.typed, integrations/funasr/src/haystack_integrations/components/audio/py.typed, integrations/github/src/haystack_integrations/components/connectors/py.typed, integrations/github/src/haystack_integrations/prompts/py.typed, integrations/github/src/haystack_integrations/tools/py.typed, integrations/google_drive/src/haystack_integrations/common/py.typed, integrations/google_drive/src/haystack_integrations/components/fetchers/py.typed, integrations/google_drive/src/haystack_integrations/components/retrievers/py.typed, integrations/google_genai/src/haystack_integrations/common/py.typed, integrations/google_genai/src/haystack_integrations/components/embedders/py.typed, integrations/google_genai/src/haystack_integrations/components/generators/py.typed, integrations/google_genai/src/haystack_integrations/token_counters/py.typed, integrations/hanlp/src/haystack_integrations/components/preprocessors/py.typed, integrations/hetzner/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/common/py.typed, integrations/huggingface_api/src/haystack_integrations/components/embedders/py.typed, integrations/huggingface_api/src/haystack_integrations/components/generators/py.typed, integrations/huggingface_api/src/haystack_integrations/components/rankers/py.typed, integrations/ibm_db/src/haystack_integrations/components/retrievers/py.typed, integrations/ibm_db/src/haystack_integrations/document_stores/py.typed, integrations/jina/src/haystack_integrations/components/connectors/py.typed, integrations/jina/src/haystack_integrations/components/embedders/py.typed, integrations/jina/src/haystack_integrations/components/rankers/py.typed, integrations/kreuzberg/src/haystack_integrations/components/converters/py.typed, integrations/langdetect/src/haystack_integrations/components/classifiers/py.typed, integrations/langdetect/src/haystack_integrations/components/routers/py.typed, integrations/langfuse/src/haystack_integrations/components/connectors/py.typed, integrations/langfuse/src/haystack_integrations/tracing/py.typed, integrations/lara/src/haystack_integrations/components/translators/py.typed, integrations/libreoffice/src/haystack_integrations/components/converters/py.typed, integrations/linkup/src/haystack_integrations/components/websearch/py.typed, integrations/litellm/src/haystack_integrations/components/generators/py.typed, integrations/llama_cpp/src/haystack_integrations/components/generators/py.typed, integrations/llama_stack/src/haystack_integrations/components/generators/py.typed, integrations/mariadb/src/haystack_integrations/components/retrievers/py.typed, integrations/mariadb/src/haystack_integrations/document_stores/py.typed, integrations/markitdown/src/haystack_integrations/components/converters/py.typed, integrations/mcp/src/haystack_integrations/tools/py.typed, integrations/mem0/src/haystack_integrations/components/retrievers/py.typed, integrations/mem0/src/haystack_integrations/components/writers/py.typed, integrations/mem0/src/haystack_integrations/memory_stores/py.typed, integrations/mem0/src/haystack_integrations/tools/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/common/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/fetchers/py.typed, integrations/microsoft_sharepoint/src/haystack_integrations/components/retrievers/py.typed, integrations/mirage/src/haystack_integrations/tools/py.typed, integrations/mistral/src/haystack_integrations/components/converters/py.typed, integrations/mistral/src/haystack_integrations/components/embedders/py.typed, integrations/mistral/src/haystack_integrations/components/generators/py.typed, integrations/mongodb_atlas/src/haystack_integrations/components/retrievers/py.typed, integrations/mongodb_atlas/src/haystack_integrations/document_stores/py.typed, integrations/nvidia/src/haystack_integrations/components/embedders/py.typed, integrations/nvidia/src/haystack_integrations/components/generators/py.typed, integrations/nvidia/src/haystack_integrations/components/rankers/py.typed, integrations/nvidia/src/haystack_integrations/utils/py.typed, integrations/oauth/src/haystack_integrations/components/connectors/py.typed, integrations/oauth/src/haystack_integrations/utils/py.typed, integrations/ollama/src/haystack_integrations/components/embedders/py.typed, integrations/ollama/src/haystack_integrations/components/generators/py.typed, integrations/openapi/src/haystack_integrations/components/connectors/py.typed, integrations/openapi/src/haystack_integrations/components/converters/py.typed, integrations/opendataloader_pdf/src/haystack_integrations/components/converters/py.typed, integrations/openrouter/src/haystack_integrations/components/generators/py.typed, integrations/opensearch/src/haystack_integrations/components/retrievers/py.typed, integrations/opensearch/src/haystack_integrations/document_stores/py.typed, integrations/opentelemetry/src/haystack_integrations/components/connectors/py.typed, integrations/opentelemetry/src/haystack_integrations/tracing/py.typed, integrations/optimum/src/haystack_integrations/components/embedders/py.typed, integrations/oracle/src/haystack_integrations/components/retrievers/py.typed, integrations/oracle/src/haystack_integrations/document_stores/py.typed, integrations/orcarouter/src/haystack_integrations/components/generators/py.typed, integrations/paddleocr/src/haystack_integrations/components/converters/py.typed, integrations/parallel/src/haystack_integrations/components/generators/py.typed, integrations/parallel/src/haystack_integrations/components/websearch/py.typed, integrations/perplexity/src/haystack_integrations/components/embedders/py.typed, integrations/perplexity/src/haystack_integrations/components/generators/py.typed, integrations/perplexity/src/haystack_integrations/components/websearch/py.typed, integrations/pgvector/src/haystack_integrations/components/retrievers/py.typed, integrations/pgvector/src/haystack_integrations/document_stores/py.typed, integrations/pinecone/src/haystack_integrations/components/retrievers/py.typed, integrations/pinecone/src/haystack_integrations/document_stores/py.typed, integrations/presidio/src/haystack_integrations/common/py.typed, integrations/presidio/src/haystack_integrations/components/extractors/py.typed, integrations/presidio/src/haystack_integrations/components/preprocessors/py.typed, integrations/pyversity/src/haystack_integrations/components/rankers/py.typed, integrations/qdrant/src/haystack_integrations/components/retrievers/py.typed, integrations/qdrant/src/haystack_integrations/document_stores/py.typed, integrations/ragas/src/haystack_integrations/components/evaluators/py.typed, integrations/rhesis/src/haystack_integrations/components/connectors/py.typed, integrations/rhesis/src/haystack_integrations/tracing/py.typed, integrations/searchapi/src/haystack_integrations/components/websearch/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/embedders/py.typed, integrations/sentence_transformers/src/haystack_integrations/components/rankers/py.typed, integrations/serperdev/src/haystack_integrations/components/websearch/py.typed, integrations/snowflake/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/components/retrievers/py.typed, integrations/solr/src/haystack_integrations/document_stores/py.typed, integrations/spacy/src/haystack_integrations/components/extractors/py.typed, integrations/sqlalchemy/src/haystack_integrations/components/retrievers/py.typed, integrations/stackit/src/haystack_integrations/components/embedders/py.typed, integrations/stackit/src/haystack_integrations/components/generators/py.typed, integrations/supabase/src/haystack_integrations/components/downloaders/py.typed, integrations/supabase/src/haystack_integrations/components/retrievers/py.typed, integrations/supabase/src/haystack_integrations/document_stores/py.typed, integrations/tavily/src/haystack_integrations/components/fetchers/py.typed, integrations/tavily/src/haystack_integrations/components/websearch/py.typed, integrations/tavily/src/haystack_integrations/tools/py.typed, integrations/tika/src/haystack_integrations/components/converters/py.typed, integrations/togetherai/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/common/py.typed, integrations/transformers/src/haystack_integrations/components/classifiers/py.typed, integrations/transformers/src/haystack_integrations/components/extractors/py.typed, integrations/transformers/src/haystack_integrations/components/generators/py.typed, integrations/transformers/src/haystack_integrations/components/readers/py.typed, integrations/transformers/src/haystack_integrations/components/routers/py.typed, integrations/twelvelabs/src/haystack_integrations/components/converters/py.typed, integrations/twelvelabs/src/haystack_integrations/components/embedders/py.typed, integrations/unstructured/src/haystack_integrations/components/converters/py.typed, integrations/valkey/src/haystack_integrations/components/retrievers/py.typed, integrations/valkey/src/haystack_integrations/document_stores/py.typed, integrations/vespa/src/haystack_integrations/components/retrievers/py.typed, integrations/vespa/src/haystack_integrations/document_stores/py.typed, integrations/vllm/src/haystack_integrations/common/py.typed, integrations/vllm/src/haystack_integrations/components/embedders/py.typed, integrations/vllm/src/haystack_integrations/components/generators/py.typed, integrations/vllm/src/haystack_integrations/components/rankers/py.typed, integrations/watsonx/src/haystack_integrations/components/embedders/py.typed, integrations/watsonx/src/haystack_integrations/components/generators/py.typed, integrations/weave/src/haystack_integrations/components/connectors/py.typed, integrations/weave/src/haystack_integrations/tracing/py.typed, integrations/weaviate/src/haystack_integrations/components/retrievers/py.typed, integrations/weaviate/src/haystack_integrations/document_stores/py.typed, integrations/whisper/src/haystack_integrations/components/audio/py.typed, integrations/youcom/src/haystack_integrations/components/websearch/py.typed) |
| 54.2/55 | Tamaños de archivo manejables — 19/1253 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 111.063 |
| source_files_sampled | 1253 |
| oversized_source_files | 19 |
Interfaces legibles por máquina
100Excepcional
Cómo se puntúa
| 40/40 | Esquema de API (OpenAPI/GraphQL/proto) — .github/workflows/openapi.yml |
| 20/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — example, examples, samples |
Datos de entrada utilizados
| example_dirs | example, examples, samples |
| has_mcp_signal | sí |
| api_schema_files | .github/workflows/openapi.yml |
| interfaces_expected_of | network-service |
Datos clave
202estrellas de GitHub
98contribuidores
1656commits en los últimos 12 meses
0días desde el último push
0versiones publicadas
3factor bus
66issues abiertas
—ecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- First-time contributor figures cover 12 of 17 authors (cap 12)
- pypi download statistics for 'chonkie-haystack' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
Más detalle
Historial de estrellas y forks 0 ★ / 325 ⇿
0Estrellas
325Forks
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.
Cada punto abarca 4 días.
OpenSSF Scorecard 6.2 / 10
6.2agregado
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 5 | Code-Review | Found 16/30 approved changesets -- score normalized to 5 |
| 10 | Contributors | project has 18 contributing companies or organizations |
| 0 | Dangerous-Workflow | dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 9 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 9 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/d | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Dependencias directas 48
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | haystack-ai | >=3.1.0 | integrations/agent_pack/pyproject.toml |
| PyPI | haystack-ai | >=2.22.0 | integrations/aimlapi/pyproject.toml |
| PyPI | haystack-ai | >=2.28.0 | integrations/alloydb/pyproject.toml |
| PyPI | pgvector | >=0.3.0 | integrations/alloydb/pyproject.toml |
| PyPI | psycopg | — | integrations/alloydb/pyproject.toml |
| PyPI | google-cloud-alloydb-connector | >=1.0.0 | integrations/alloydb/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/amazon_bedrock/pyproject.toml |
| PyPI | boto3 | >=1.42.84,<2 | integrations/amazon_bedrock/pyproject.toml |
| PyPI | aiobotocore | >=3.4.0,<4 | integrations/amazon_bedrock/pyproject.toml |
| PyPI | haystack-ai | >=2.22.0 | integrations/amazon_sagemaker/pyproject.toml |
| PyPI | boto3 | >=1.28.57 | integrations/amazon_sagemaker/pyproject.toml |
| PyPI | haystack-ai | >=2.24.1 | integrations/amazon_textract/pyproject.toml |
| PyPI | boto3 | >=1.42.84,<2 | integrations/amazon_textract/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/anthropic/pyproject.toml |
| PyPI | anthropic | >=0.74.0 | integrations/anthropic/pyproject.toml |
| PyPI | haystack-ai | — | integrations/arangodb/pyproject.toml |
| PyPI | python-arango | >=8.0.0 | integrations/arangodb/pyproject.toml |
| PyPI | haystack-ai | >=2.26.1 | integrations/arcadedb/pyproject.toml |
| PyPI | requests | >=2.28.0 | integrations/arcadedb/pyproject.toml |
| PyPI | astrapy | >=1.5.2,<2.0 | integrations/astra/pyproject.toml |
| PyPI | haystack-ai | >=2.26.1 | integrations/astra/pyproject.toml |
| PyPI | pydantic | — | integrations/astra/pyproject.toml |
| PyPI | typing_extensions | — | integrations/astra/pyproject.toml |
| PyPI | haystack-ai | >=2.26.1 | integrations/azure_ai_search/pyproject.toml |
| PyPI | azure-search-documents | >=12.0.0 | integrations/azure_ai_search/pyproject.toml |
| PyPI | azure-identity | — | integrations/azure_ai_search/pyproject.toml |
| PyPI | haystack-ai | >=2.22.0 | integrations/azure_doc_intelligence/pyproject.toml |
| PyPI | azure-ai-documentintelligence | >=1.0.0 | integrations/azure_doc_intelligence/pyproject.toml |
| PyPI | azure-identity | >=1.15.0 | integrations/azure_documentdb/pyproject.toml |
| PyPI | haystack-ai | >=2.28.0 | integrations/azure_documentdb/pyproject.toml |
| PyPI | pymongo | >=4.13.0 | integrations/azure_documentdb/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/azure_form_recognizer/pyproject.toml |
| PyPI | azure-ai-formrecognizer | >=3.3.0 | integrations/azure_form_recognizer/pyproject.toml |
| PyPI | pandas | >=2.3.3 | integrations/azure_form_recognizer/pyproject.toml |
| PyPI | haystack-ai | >=2.24.1 | integrations/brave/pyproject.toml |
| PyPI | httpx | >=0.27.0 | integrations/brave/pyproject.toml |
| PyPI | haystack-ai | — | integrations/chonkie/pyproject.toml |
| PyPI | chonkie | >=1.6.4 | integrations/chonkie/pyproject.toml |
| PyPI | haystack-ai | >=2.28.0 | integrations/chroma/pyproject.toml |
| PyPI | chromadb | >=1.5.4 | integrations/chroma/pyproject.toml |
| PyPI | haystack-ai | >=2.24.0 | integrations/cognee/pyproject.toml |
| PyPI | cognee | >=1.0.9 | integrations/cognee/pyproject.toml |
| PyPI | litellm | <1.83.8 | integrations/cognee/pyproject.toml |
| PyPI | litellm | <1.97.0 | integrations/cognee/pyproject.toml |
| PyPI | haystack-ai | >=3.0.0 | integrations/cohere/pyproject.toml |
| PyPI | cohere | >=5.17.0 | integrations/cohere/pyproject.toml |
| PyPI | pydantic | >=2.12.0 | integrations/cohere/pyproject.toml |
| PyPI | haystack-ai | >=2.23.0 | integrations/cometapi/pyproject.toml |
Todas las dependencias 113
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 23 paquetes directos y 90 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | aiobotocore | — | directa |
| PyPI | anthropic | — | directa |
| PyPI | astrapy | — | directa |
| PyPI | azure-ai-documentintelligence | — | directa |
| PyPI | azure-ai-formrecognizer | — | directa |
| PyPI | azure-identity | — | directa |
| PyPI | azure-search-documents | — | directa |
| PyPI | boto3 | — | directa |
| PyPI | chonkie | — | directa |
| PyPI | chromadb | — | directa |
| PyPI | cognee | — | directa |
| PyPI | cohere | — | directa |
| PyPI | google-cloud-alloydb-connector | — | directa |
| PyPI | haystack-ai | — | directa |
| PyPI | httpx | — | directa |
| PyPI | litellm | — | directa |
| PyPI | pandas | — | directa |
| PyPI | pgvector | — | directa |
| PyPI | pydantic | — | directa |
| PyPI | pymongo | — | directa |
| PyPI | python-arango | — | directa |
| PyPI | requests | — | directa |
| PyPI | typing-extensions | — | directa |
| PyPI | adbc-driver-snowflake | — | indirecta |
| PyPI | aiohttp | — | indirecta |
| PyPI | click | — | indirecta |
| PyPI | datasets | — | indirecta |
| PyPI | ddgs | — | indirecta |
| PyPI | ddtrace | — | indirecta |
| PyPI | deepeval | — | indirecta |
| PyPI | docling | — | indirecta |
| PyPI | dspy | — | indirecta |
| PyPI | e2b | — | indirecta |
| PyPI | elasticsearch | — | indirecta |
| PyPI | faiss-cpu | — | indirecta |
| PyPI | falkordb | — | indirecta |
| PyPI | fastembed | — | indirecta |
| PyPI | firecrawl-py | — | indirecta |
| PyPI | funasr | — | indirecta |
| PyPI | google-cloud-aiplatform | — | indirecta |
| PyPI | google-genai | — | indirecta |
| PyPI | google-generativeai | — | indirecta |
| PyPI | hanlp | — | indirecta |
| PyPI | httpr | — | indirecta |
| PyPI | huggingface-hub | — | indirecta |
| PyPI | ibm-db | — | indirecta |
| PyPI | ibm-watsonx-ai | — | indirecta |
| PyPI | jsonref | — | indirecta |
| PyPI | kreuzberg | — | indirecta |
| PyPI | langchain-community | — | indirecta |
| PyPI | langdetect | — | indirecta |
| PyPI | langfuse | — | indirecta |
| PyPI | langfuse-haystack | — | indirecta |
| PyPI | linkup-sdk | — | indirecta |
| PyPI | llama-cpp-python | — | indirecta |
| PyPI | llama-stack | — | indirecta |
| PyPI | lxml | — | indirecta |
| PyPI | mariadb | — | indirecta |
| PyPI | markitdown | — | indirecta |
| PyPI | mcp | — | indirecta |
| PyPI | mem0ai | — | indirecta |
| PyPI | mirage-ai | 0.0.3 | indirecta |
| PyPI | mistralai | — | indirecta |
| PyPI | more-itertools | — | indirecta |
| PyPI | mypy | — | indirecta |
| PyPI | numba | — | indirecta |
| PyPI | ollama | — | indirecta |
| PyPI | openai | — | indirecta |
| PyPI | openai | 1.6.1 | indirecta |
| PyPI | openapi-llm | — | indirecta |
| PyPI | openapi3 | — | indirecta |
| PyPI | opendataloader-pdf | — | indirecta |
| PyPI | opensearch-py | — | indirecta |
| PyPI | opentelemetry-sdk | — | indirecta |
| PyPI | optimum | — | indirecta |
| PyPI | oracledb | — | indirecta |
| PyPI | paddleocr | — | indirecta |
| PyPI | pgvector-haystack | — | indirecta |
| PyPI | pillow | — | indirecta |
| PyPI | pinecone | — | indirecta |
| PyPI | polars | — | indirecta |
| PyPI | presidio-analyzer | — | indirecta |
| PyPI | presidio-anonymizer | — | indirecta |
| PyPI | pypdfium2 | — | indirecta |
| PyPI | pytest | — | indirecta |
| PyPI | pytest-asyncio | — | indirecta |
| PyPI | python-dateutil | — | indirecta |
| PyPI | pyversity | — | indirecta |
| PyPI | pyvespa | — | indirecta |
| PyPI | qdrant-client | — | indirecta |
| PyPI | ragas | — | indirecta |
| PyPI | rhesis | — | indirecta |
| PyPI | rhesis-haystack | — | indirecta |
| PyPI | ruff | — | indirecta |
| PyPI | sentence-transformers | — | indirecta |
| PyPI | sentence-transformers | 2.2.2 | indirecta |
| PyPI | snowflake-connector-python | — | indirecta |
| PyPI | spacy | — | indirecta |
| PyPI | sqlalchemy | — | indirecta |
| PyPI | supabase | — | indirecta |
| PyPI | tavily-python | — | indirecta |
| PyPI | tenacity | — | indirecta |
| PyPI | tika | — | indirecta |
| PyPI | tokenizers | — | indirecta |
| PyPI | tqdm | — | indirecta |
| PyPI | transformers | — | indirecta |
| PyPI | twelvelabs | — | indirecta |
| PyPI | unstructured | — | indirecta |
| PyPI | unstructured-client | — | indirecta |
| PyPI | valkey-glide | — | indirecta |
| PyPI | valkey-glide-sync | — | indirecta |
| PyPI | weave | — | indirecta |
| PyPI | weaviate-client | — | indirecta |
Avisos de dependencias 0
Instalar pypi:astra-haystack@4.4.0 arrastra 52 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.
Ningún aviso conocido afecta a las dependencias evaluadas.
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
Comentarios
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Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v2.10.0, esquema v0.34.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.