diff --git a/docs/ar/changelog.mdx b/docs/ar/changelog.mdx
index b7acf1940..2251e8d7f 100644
--- a/docs/ar/changelog.mdx
+++ b/docs/ar/changelog.mdx
@@ -4,6 +4,55 @@ description: "تحديثات المنتج والتحسينات وإصلاحات
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.7
+
+ [عرض الإصدار على GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7)
+
+ ## ما الذي تغير
+
+ ### الميزات
+ - إضافة واجهات خلفية افتراضية قابلة للتوصيل للذاكرة، والمعرفة، وrag، وflow.
+ - عرض السبب الحقيقي للإنهاء، ومعلمات العينة، وresponse.id في أحداث LLM.
+ - تصنيف مشغلات DSL كزخارف واعية للمسار.
+ - إضافة واجهة برمجة تطبيقات الدردشة لتدفقات المحادثة.
+ - جعل واجهة القفل قابلة للتجاوز.
+ - بناء FlowDefinition من بيانات التعريف الخاصة بـ Flow DSL.
+ - إضافة مزود LLM من Snowflake Cortex الأصلي.
+ - إضافة دعم لملفات الوكلاء المدربين من crew.
+
+ ### إصلاحات الأخطاء
+ - إصلاح نقطة التحقق لإعادة بناء BaseLLM مخصص كـ LLM ملموس عند الاستعادة.
+ - تقييد الاستعادة على علامة لمنع اللقطات الحية من إعادة التشغيل كاستئناف.
+ - تحديد حالة وقت التشغيل لكل تشغيل للحد من النمو وعزل التشغيل المتزامن.
+ - إصلاح إعدادات التتبع على crewai-login.
+ - احترام suppress_flow_events لأحداث تنفيذ الطريقة.
+ - استعادة [project.scripts] في حزمة crewai لتثبيت أداة uv.
+ - حل مشكلات CVE الخاصة بـ pip-audit لـ aiohttp وdocling وdocling-core.
+ - إصلاح إدخال الملفات الذي لا يعمل بشكل موثوق.
+ - إصلاح تاريخ نتائج أدوات Snowflake Claude غير المكتملة.
+
+ ### الوثائق
+ - تحديث سجل التغييرات والإصدار لـ v1.14.7.
+ - تحديث وثائق جامع OpenTelemetry.
+ - تحديث دليل NVIDIA Nemotron LLM.
+ - إضافة دليل تكامل Databricks.
+ - إضافة دليل تكامل Snowflake.
+
+ ### الأداء
+ - تحسين سرعة استيراد crewai من خلال تحميل مستندات docling بشكل كسول.
+
+ ### إعادة الهيكلة
+ - تبسيط تقييم شروط التدفق ليكون بلا حالة لكل حدث.
+ - فصل منطق المحادثة عن وقت التشغيل وإضافة تعريف المحادثة.
+ - تقسيم `flow.py` إلى DSL، وتعريف، ووقت تشغيل.
+
+ ## المساهمون
+
+ @Luzk, @alex-clawd, @devin-ai-integration[bot], @greysonlalonde, @gvieira, @jessemiller, @lorenzejay, @lucasgomide, @mattatcha, @vinibrsl
+
+
+
## v1.14.7rc2
diff --git a/docs/docs.json b/docs/docs.json
index 83bec7a3b..878d6eb90 100644
--- a/docs/docs.json
+++ b/docs/docs.json
@@ -56,7 +56,7 @@
},
"versions": [
{
- "version": "v1.14.6",
+ "version": "v1.14.7",
"default": true,
"tabs": [
{
@@ -577,6 +577,527 @@
}
]
},
+ {
+ "version": "v1.14.6",
+ "tabs": [
+ {
+ "tab": "Home",
+ "icon": "house",
+ "groups": [
+ {
+ "group": "Welcome",
+ "pages": [
+ "index"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "Documentation",
+ "icon": "book-open",
+ "groups": [
+ {
+ "group": "Get Started",
+ "pages": [
+ "en/introduction",
+ "en/guides/coding-tools/build-with-ai",
+ "en/skills",
+ "en/installation",
+ "en/quickstart"
+ ]
+ },
+ {
+ "group": "Guides",
+ "pages": [
+ {
+ "group": "Strategy",
+ "icon": "compass",
+ "pages": [
+ "en/guides/concepts/evaluating-use-cases"
+ ]
+ },
+ {
+ "group": "Agents",
+ "icon": "user",
+ "pages": [
+ "en/guides/agents/crafting-effective-agents"
+ ]
+ },
+ {
+ "group": "Crews",
+ "icon": "users",
+ "pages": [
+ "en/guides/crews/first-crew"
+ ]
+ },
+ {
+ "group": "Flows",
+ "icon": "code-branch",
+ "pages": [
+ "en/guides/flows/first-flow",
+ "en/guides/flows/mastering-flow-state",
+ "en/guides/flows/conversational-flows",
+ "en/guides/flows/inputs-id-deprecation"
+ ]
+ },
+ {
+ "group": "Tools",
+ "icon": "wrench",
+ "pages": [
+ "en/guides/tools/publish-custom-tools"
+ ]
+ },
+ {
+ "group": "Coding Tools",
+ "icon": "terminal",
+ "pages": [
+ "en/guides/coding-tools/agents-md",
+ "en/guides/coding-tools/build-with-ai"
+ ]
+ },
+ {
+ "group": "Advanced",
+ "icon": "gear",
+ "pages": [
+ "en/guides/advanced/customizing-prompts",
+ "en/guides/advanced/fingerprinting"
+ ]
+ },
+ {
+ "group": "Migration",
+ "icon": "shuffle",
+ "pages": [
+ "en/guides/migration/migrating-from-langgraph",
+ "en/guides/migration/upgrading-crewai"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Core Concepts",
+ "pages": [
+ "en/concepts/agents",
+ "en/concepts/agent-capabilities",
+ "en/concepts/tasks",
+ "en/concepts/crews",
+ "en/concepts/flows",
+ "en/concepts/production-architecture",
+ "en/concepts/knowledge",
+ "en/concepts/skills",
+ "en/concepts/llms",
+ "en/concepts/files",
+ "en/concepts/processes",
+ "en/concepts/collaboration",
+ "en/concepts/training",
+ "en/concepts/memory",
+ "en/concepts/reasoning",
+ "en/concepts/planning",
+ "en/concepts/testing",
+ "en/concepts/cli",
+ "en/concepts/tools",
+ "en/concepts/event-listener",
+ "en/concepts/checkpointing"
+ ]
+ },
+ {
+ "group": "MCP Integration",
+ "pages": [
+ "en/mcp/overview",
+ "en/mcp/dsl-integration",
+ "en/mcp/stdio",
+ "en/mcp/sse",
+ "en/mcp/streamable-http",
+ "en/mcp/multiple-servers",
+ "en/mcp/security"
+ ]
+ },
+ {
+ "group": "Tools",
+ "pages": [
+ "en/tools/overview",
+ {
+ "group": "File & Document",
+ "icon": "folder-open",
+ "pages": [
+ "en/tools/file-document/overview",
+ "en/tools/file-document/filereadtool",
+ "en/tools/file-document/filewritetool",
+ "en/tools/file-document/pdfsearchtool",
+ "en/tools/file-document/docxsearchtool",
+ "en/tools/file-document/mdxsearchtool",
+ "en/tools/file-document/xmlsearchtool",
+ "en/tools/file-document/txtsearchtool",
+ "en/tools/file-document/jsonsearchtool",
+ "en/tools/file-document/csvsearchtool",
+ "en/tools/file-document/directorysearchtool",
+ "en/tools/file-document/directoryreadtool",
+ "en/tools/file-document/ocrtool",
+ "en/tools/file-document/pdf-text-writing-tool"
+ ]
+ },
+ {
+ "group": "Web Scraping & Browsing",
+ "icon": "globe",
+ "pages": [
+ "en/tools/web-scraping/overview",
+ "en/tools/web-scraping/scrapewebsitetool",
+ "en/tools/web-scraping/scrapeelementfromwebsitetool",
+ "en/tools/web-scraping/scrapflyscrapetool",
+ "en/tools/web-scraping/seleniumscrapingtool",
+ "en/tools/web-scraping/scrapegraphscrapetool",
+ "en/tools/web-scraping/spidertool",
+ "en/tools/web-scraping/browserbaseloadtool",
+ "en/tools/web-scraping/hyperbrowserloadtool",
+ "en/tools/web-scraping/stagehandtool",
+ "en/tools/web-scraping/firecrawlcrawlwebsitetool",
+ "en/tools/web-scraping/firecrawlscrapewebsitetool",
+ "en/tools/web-scraping/oxylabsscraperstool",
+ "en/tools/web-scraping/brightdata-tools",
+ "en/tools/web-scraping/youai-contents"
+ ]
+ },
+ {
+ "group": "Search & Research",
+ "icon": "magnifying-glass",
+ "pages": [
+ "en/tools/search-research/overview",
+ "en/tools/search-research/serperdevtool",
+ "en/tools/search-research/bravesearchtool",
+ "en/tools/search-research/exasearchtool",
+ "en/tools/search-research/linkupsearchtool",
+ "en/tools/search-research/githubsearchtool",
+ "en/tools/search-research/websitesearchtool",
+ "en/tools/search-research/codedocssearchtool",
+ "en/tools/search-research/youtubechannelsearchtool",
+ "en/tools/search-research/youtubevideosearchtool",
+ "en/tools/search-research/tavilysearchtool",
+ "en/tools/search-research/tavilyextractortool",
+ "en/tools/search-research/tavilyresearchtool",
+ "en/tools/search-research/arxivpapertool",
+ "en/tools/search-research/serpapi-googlesearchtool",
+ "en/tools/search-research/serpapi-googleshoppingtool",
+ "en/tools/search-research/databricks-query-tool",
+ "en/tools/search-research/youai-search"
+ ]
+ },
+ {
+ "group": "Database & Data",
+ "icon": "database",
+ "pages": [
+ "en/tools/database-data/overview",
+ "en/tools/database-data/mysqltool",
+ "en/tools/database-data/pgsearchtool",
+ "en/tools/database-data/snowflakesearchtool",
+ "en/tools/database-data/nl2sqltool",
+ "en/tools/database-data/qdrantvectorsearchtool",
+ "en/tools/database-data/weaviatevectorsearchtool",
+ "en/tools/database-data/mongodbvectorsearchtool",
+ "en/tools/database-data/singlestoresearchtool"
+ ]
+ },
+ {
+ "group": "AI & Machine Learning",
+ "icon": "brain",
+ "pages": [
+ "en/tools/ai-ml/overview",
+ "en/tools/ai-ml/dalletool",
+ "en/tools/ai-ml/visiontool",
+ "en/tools/ai-ml/aimindtool",
+ "en/tools/ai-ml/llamaindextool",
+ "en/tools/ai-ml/langchaintool",
+ "en/tools/ai-ml/ragtool",
+ "en/tools/ai-ml/codeinterpretertool",
+ "en/tools/ai-ml/daytona",
+ "en/tools/ai-ml/e2bsandboxtools"
+ ]
+ },
+ {
+ "group": "Cloud & Storage",
+ "icon": "cloud",
+ "pages": [
+ "en/tools/cloud-storage/overview",
+ "en/tools/cloud-storage/s3readertool",
+ "en/tools/cloud-storage/s3writertool",
+ "en/tools/cloud-storage/bedrockkbretriever"
+ ]
+ },
+ {
+ "group": "Integrations",
+ "icon": "plug",
+ "pages": [
+ "en/tools/integration/overview",
+ "en/tools/integration/bedrockinvokeagenttool",
+ "en/tools/integration/crewaiautomationtool",
+ "en/tools/integration/mergeagenthandlertool"
+ ]
+ },
+ {
+ "group": "Automation",
+ "icon": "bolt",
+ "pages": [
+ "en/tools/automation/overview",
+ "en/tools/automation/apifyactorstool",
+ "en/tools/automation/composiotool",
+ "en/tools/automation/multiontool",
+ "en/tools/automation/zapieractionstool"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Observability",
+ "pages": [
+ "en/observability/tracing",
+ "en/observability/overview",
+ "en/observability/arize-phoenix",
+ "en/observability/braintrust",
+ "en/observability/datadog",
+ "en/observability/galileo",
+ "en/observability/langdb",
+ "en/observability/langfuse",
+ "en/observability/langtrace",
+ "en/observability/maxim",
+ "en/observability/mlflow",
+ "en/observability/neatlogs",
+ "en/observability/openlit",
+ "en/observability/opik",
+ "en/observability/patronus-evaluation",
+ "en/observability/portkey",
+ "en/observability/weave",
+ "en/observability/truefoundry"
+ ]
+ },
+ {
+ "group": "Learn",
+ "pages": [
+ "en/learn/overview",
+ "en/learn/llm-selection-guide",
+ "en/learn/conditional-tasks",
+ "en/learn/coding-agents",
+ "en/learn/create-custom-tools",
+ "en/learn/custom-llm",
+ "en/learn/custom-manager-agent",
+ "en/learn/customizing-agents",
+ "en/learn/dalle-image-generation",
+ "en/learn/force-tool-output-as-result",
+ "en/learn/hierarchical-process",
+ "en/learn/human-input-on-execution",
+ "en/learn/human-in-the-loop",
+ "en/learn/human-feedback-in-flows",
+ "en/learn/kickoff-async",
+ "en/learn/kickoff-for-each",
+ "en/learn/llm-connections",
+ "en/learn/litellm-removal-guide",
+ "en/learn/multimodal-agents",
+ "en/learn/replay-tasks-from-latest-crew-kickoff",
+ "en/learn/sequential-process",
+ "en/learn/using-annotations",
+ "en/learn/execution-hooks",
+ "en/learn/llm-hooks",
+ "en/learn/tool-hooks"
+ ]
+ },
+ {
+ "group": "Telemetry",
+ "pages": [
+ "en/telemetry"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "AMP",
+ "icon": "briefcase",
+ "groups": [
+ {
+ "group": "Getting Started",
+ "pages": [
+ "en/enterprise/introduction"
+ ]
+ },
+ {
+ "group": "Build",
+ "pages": [
+ "en/enterprise/features/automations",
+ "en/enterprise/features/crew-studio",
+ "en/enterprise/features/marketplace",
+ "en/enterprise/features/agent-repositories",
+ "en/enterprise/features/tools-and-integrations",
+ "en/enterprise/features/pii-trace-redactions",
+ "en/enterprise/features/a2a"
+ ]
+ },
+ {
+ "group": "Operate",
+ "pages": [
+ "en/enterprise/features/traces",
+ "en/enterprise/features/webhook-streaming",
+ "en/enterprise/features/hallucination-guardrail",
+ "en/enterprise/features/flow-hitl-management"
+ ]
+ },
+ {
+ "group": "Manage",
+ "pages": [
+ "en/enterprise/features/sso",
+ "en/enterprise/features/rbac",
+ {
+ "group": "Secrets Manager",
+ "icon": "lock",
+ "pages": [
+ "en/enterprise/features/secrets-manager/overview",
+ "en/enterprise/features/secrets-manager/usage",
+ {
+ "group": "AWS",
+ "icon": "aws",
+ "pages": [
+ "en/enterprise/features/secrets-manager/aws",
+ "en/enterprise/features/secrets-manager/aws-workload-identity"
+ ]
+ },
+ {
+ "group": "GCP",
+ "icon": "google",
+ "pages": [
+ "en/enterprise/features/secrets-manager/gcp",
+ "en/enterprise/features/secrets-manager/gcp-workload-identity"
+ ]
+ },
+ {
+ "group": "Azure",
+ "icon": "microsoft",
+ "pages": [
+ "en/enterprise/features/secrets-manager/azure",
+ "en/enterprise/features/secrets-manager/azure-workload-identity"
+ ]
+ },
+ "en/enterprise/features/secrets-manager/verify-rotation"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Integration Docs",
+ "pages": [
+ "en/enterprise/integrations/asana",
+ "en/enterprise/integrations/box",
+ "en/enterprise/integrations/clickup",
+ "en/enterprise/integrations/databricks",
+ "en/enterprise/integrations/github",
+ "en/enterprise/integrations/gmail",
+ "en/enterprise/integrations/google_calendar",
+ "en/enterprise/integrations/google_contacts",
+ "en/enterprise/integrations/google_docs",
+ "en/enterprise/integrations/google_drive",
+ "en/enterprise/integrations/google_sheets",
+ "en/enterprise/integrations/google_slides",
+ "en/enterprise/integrations/hubspot",
+ "en/enterprise/integrations/jira",
+ "en/enterprise/integrations/linear",
+ "en/enterprise/integrations/microsoft_excel",
+ "en/enterprise/integrations/microsoft_onedrive",
+ "en/enterprise/integrations/microsoft_outlook",
+ "en/enterprise/integrations/microsoft_sharepoint",
+ "en/enterprise/integrations/microsoft_teams",
+ "en/enterprise/integrations/microsoft_word",
+ "en/enterprise/integrations/notion",
+ "en/enterprise/integrations/salesforce",
+ "en/enterprise/integrations/shopify",
+ "en/enterprise/integrations/slack",
+ "en/enterprise/integrations/snowflake",
+ "en/enterprise/integrations/stripe",
+ "en/enterprise/integrations/zendesk"
+ ]
+ },
+ {
+ "group": "Triggers",
+ "pages": [
+ "en/enterprise/guides/automation-triggers",
+ "en/enterprise/guides/gmail-trigger",
+ "en/enterprise/guides/google-calendar-trigger",
+ "en/enterprise/guides/google-drive-trigger",
+ "en/enterprise/guides/outlook-trigger",
+ "en/enterprise/guides/onedrive-trigger",
+ "en/enterprise/guides/microsoft-teams-trigger",
+ "en/enterprise/guides/slack-trigger",
+ "en/enterprise/guides/hubspot-trigger",
+ "en/enterprise/guides/salesforce-trigger",
+ "en/enterprise/guides/zapier-trigger"
+ ]
+ },
+ {
+ "group": "How-To Guides",
+ "pages": [
+ "en/enterprise/guides/build-crew",
+ "en/enterprise/guides/prepare-for-deployment",
+ "en/enterprise/guides/deploy-to-amp",
+ "en/enterprise/guides/monorepo-deployments",
+ "en/enterprise/guides/private-package-registry",
+ "en/enterprise/guides/kickoff-crew",
+ "en/enterprise/guides/update-crew",
+ "en/enterprise/guides/enable-crew-studio",
+ "en/enterprise/guides/capture_telemetry_logs",
+ "en/enterprise/guides/azure-openai-setup",
+ "en/enterprise/guides/vertex-ai-workload-identity-setup",
+ "en/enterprise/guides/tool-repository",
+ "en/enterprise/guides/custom-mcp-server",
+ "en/enterprise/guides/react-component-export",
+ "en/enterprise/guides/team-management",
+ "en/enterprise/guides/human-in-the-loop",
+ "en/enterprise/guides/webhook-automation"
+ ]
+ },
+ {
+ "group": "Resources",
+ "pages": [
+ "en/enterprise/resources/frequently-asked-questions"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "API Reference",
+ "icon": "magnifying-glass",
+ "groups": [
+ {
+ "group": "Getting Started",
+ "pages": [
+ "en/api-reference/introduction",
+ "en/api-reference/inputs",
+ "en/api-reference/kickoff",
+ "en/api-reference/resume",
+ "en/api-reference/status"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "Examples",
+ "icon": "code",
+ "groups": [
+ {
+ "group": "Examples",
+ "pages": [
+ "en/examples/example",
+ "en/examples/cookbooks"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "Changelog",
+ "icon": "clock",
+ "groups": [
+ {
+ "group": "Release Notes",
+ "pages": [
+ "en/changelog"
+ ]
+ }
+ ]
+ }
+ ]
+ },
{
"version": "v1.14.5",
"tabs": [
@@ -7498,7 +8019,7 @@
},
"versions": [
{
- "version": "v1.14.6",
+ "version": "v1.14.7",
"default": true,
"tabs": [
{
@@ -7902,7 +8423,505 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/stripe",
+ "pt-BR/enterprise/integrations/zendesk"
+ ]
+ },
+ {
+ "group": "Guias",
+ "pages": [
+ "pt-BR/enterprise/guides/build-crew",
+ "pt-BR/enterprise/guides/prepare-for-deployment",
+ "pt-BR/enterprise/guides/deploy-to-amp",
+ "pt-BR/enterprise/guides/monorepo-deployments",
+ "pt-BR/enterprise/guides/private-package-registry",
+ "pt-BR/enterprise/guides/kickoff-crew",
+ "pt-BR/enterprise/guides/training-crews",
+ "pt-BR/enterprise/guides/update-crew",
+ "pt-BR/enterprise/guides/enable-crew-studio",
+ "pt-BR/enterprise/guides/capture_telemetry_logs",
+ "pt-BR/enterprise/guides/azure-openai-setup",
+ "pt-BR/enterprise/guides/tool-repository",
+ "pt-BR/enterprise/guides/custom-mcp-server",
+ "pt-BR/enterprise/guides/react-component-export",
+ "pt-BR/enterprise/guides/team-management",
+ "pt-BR/enterprise/guides/human-in-the-loop",
+ "pt-BR/enterprise/guides/webhook-automation"
+ ]
+ },
+ {
+ "group": "Triggers",
+ "pages": [
+ "pt-BR/enterprise/guides/automation-triggers",
+ "pt-BR/enterprise/guides/gmail-trigger",
+ "pt-BR/enterprise/guides/google-calendar-trigger",
+ "pt-BR/enterprise/guides/google-drive-trigger",
+ "pt-BR/enterprise/guides/outlook-trigger",
+ "pt-BR/enterprise/guides/onedrive-trigger",
+ "pt-BR/enterprise/guides/microsoft-teams-trigger",
+ "pt-BR/enterprise/guides/slack-trigger",
+ "pt-BR/enterprise/guides/hubspot-trigger",
+ "pt-BR/enterprise/guides/salesforce-trigger",
+ "pt-BR/enterprise/guides/zapier-trigger"
+ ]
+ },
+ {
+ "group": "Recursos",
+ "pages": [
+ "pt-BR/enterprise/resources/frequently-asked-questions"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "Referência da API",
+ "icon": "magnifying-glass",
+ "groups": [
+ {
+ "group": "Começando",
+ "pages": [
+ "pt-BR/api-reference/introduction",
+ "pt-BR/api-reference/inputs",
+ "pt-BR/api-reference/kickoff",
+ "pt-BR/api-reference/resume",
+ "pt-BR/api-reference/status"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "Exemplos",
+ "icon": "code",
+ "groups": [
+ {
+ "group": "Exemplos",
+ "pages": [
+ "pt-BR/examples/example",
+ "pt-BR/examples/cookbooks"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "Notas de Versão",
+ "icon": "clock",
+ "groups": [
+ {
+ "group": "Notas de Versão",
+ "pages": [
+ "pt-BR/changelog"
+ ]
+ }
+ ]
+ }
+ ]
+ },
+ {
+ "version": "v1.14.6",
+ "tabs": [
+ {
+ "tab": "Início",
+ "icon": "house",
+ "groups": [
+ {
+ "group": "Bem-vindo",
+ "pages": [
+ "pt-BR/index"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "Documentação",
+ "icon": "book-open",
+ "groups": [
+ {
+ "group": "Começando",
+ "pages": [
+ "pt-BR/introduction",
+ "pt-BR/guides/coding-tools/build-with-ai",
+ "pt-BR/skills",
+ "pt-BR/installation",
+ "pt-BR/quickstart"
+ ]
+ },
+ {
+ "group": "Guias",
+ "pages": [
+ {
+ "group": "Estratégia",
+ "icon": "compass",
+ "pages": [
+ "pt-BR/guides/concepts/evaluating-use-cases"
+ ]
+ },
+ {
+ "group": "Agentes",
+ "icon": "user",
+ "pages": [
+ "pt-BR/guides/agents/crafting-effective-agents"
+ ]
+ },
+ {
+ "group": "Crews",
+ "icon": "users",
+ "pages": [
+ "pt-BR/guides/crews/first-crew"
+ ]
+ },
+ {
+ "group": "Flows",
+ "icon": "code-branch",
+ "pages": [
+ "pt-BR/guides/flows/first-flow",
+ "pt-BR/guides/flows/mastering-flow-state",
+ "pt-BR/guides/flows/conversational-flows",
+ "pt-BR/guides/flows/inputs-id-deprecation"
+ ]
+ },
+ {
+ "group": "Ferramentas",
+ "icon": "wrench",
+ "pages": [
+ "pt-BR/guides/tools/publish-custom-tools"
+ ]
+ },
+ {
+ "group": "Ferramentas de Codificação",
+ "icon": "terminal",
+ "pages": [
+ "pt-BR/guides/coding-tools/agents-md"
+ ]
+ },
+ {
+ "group": "Avançado",
+ "icon": "gear",
+ "pages": [
+ "pt-BR/guides/advanced/customizing-prompts",
+ "pt-BR/guides/advanced/fingerprinting"
+ ]
+ },
+ {
+ "group": "Migração",
+ "icon": "shuffle",
+ "pages": [
+ "pt-BR/guides/migration/migrating-from-langgraph"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Conceitos-Chave",
+ "pages": [
+ "pt-BR/concepts/agents",
+ "pt-BR/concepts/agent-capabilities",
+ "pt-BR/concepts/tasks",
+ "pt-BR/concepts/crews",
+ "pt-BR/concepts/flows",
+ "pt-BR/concepts/production-architecture",
+ "pt-BR/concepts/knowledge",
+ "pt-BR/concepts/skills",
+ "pt-BR/concepts/llms",
+ "pt-BR/concepts/files",
+ "pt-BR/concepts/processes",
+ "pt-BR/concepts/collaboration",
+ "pt-BR/concepts/training",
+ "pt-BR/concepts/memory",
+ "pt-BR/concepts/reasoning",
+ "pt-BR/concepts/planning",
+ "pt-BR/concepts/testing",
+ "pt-BR/concepts/cli",
+ "pt-BR/concepts/tools",
+ "pt-BR/concepts/event-listener",
+ "pt-BR/concepts/checkpointing"
+ ]
+ },
+ {
+ "group": "Integração MCP",
+ "pages": [
+ "pt-BR/mcp/overview",
+ "pt-BR/mcp/dsl-integration",
+ "pt-BR/mcp/stdio",
+ "pt-BR/mcp/sse",
+ "pt-BR/mcp/streamable-http",
+ "pt-BR/mcp/multiple-servers",
+ "pt-BR/mcp/security"
+ ]
+ },
+ {
+ "group": "Ferramentas",
+ "pages": [
+ "pt-BR/tools/overview",
+ {
+ "group": "Arquivo & Documento",
+ "icon": "folder-open",
+ "pages": [
+ "pt-BR/tools/file-document/overview",
+ "pt-BR/tools/file-document/filereadtool",
+ "pt-BR/tools/file-document/filewritetool",
+ "pt-BR/tools/file-document/pdfsearchtool",
+ "pt-BR/tools/file-document/docxsearchtool",
+ "pt-BR/tools/file-document/mdxsearchtool",
+ "pt-BR/tools/file-document/xmlsearchtool",
+ "pt-BR/tools/file-document/txtsearchtool",
+ "pt-BR/tools/file-document/jsonsearchtool",
+ "pt-BR/tools/file-document/csvsearchtool",
+ "pt-BR/tools/file-document/directorysearchtool",
+ "pt-BR/tools/file-document/directoryreadtool"
+ ]
+ },
+ {
+ "group": "Web Scraping & Navegação",
+ "icon": "globe",
+ "pages": [
+ "pt-BR/tools/web-scraping/overview",
+ "pt-BR/tools/web-scraping/scrapewebsitetool",
+ "pt-BR/tools/web-scraping/scrapeelementfromwebsitetool",
+ "pt-BR/tools/web-scraping/scrapflyscrapetool",
+ "pt-BR/tools/web-scraping/seleniumscrapingtool",
+ "pt-BR/tools/web-scraping/scrapegraphscrapetool",
+ "pt-BR/tools/web-scraping/spidertool",
+ "pt-BR/tools/web-scraping/browserbaseloadtool",
+ "pt-BR/tools/web-scraping/hyperbrowserloadtool",
+ "pt-BR/tools/web-scraping/stagehandtool",
+ "pt-BR/tools/web-scraping/firecrawlcrawlwebsitetool",
+ "pt-BR/tools/web-scraping/firecrawlscrapewebsitetool",
+ "pt-BR/tools/web-scraping/oxylabsscraperstool"
+ ]
+ },
+ {
+ "group": "Pesquisa",
+ "icon": "magnifying-glass",
+ "pages": [
+ "pt-BR/tools/search-research/overview",
+ "pt-BR/tools/search-research/serperdevtool",
+ "pt-BR/tools/search-research/bravesearchtool",
+ "pt-BR/tools/search-research/exasearchtool",
+ "pt-BR/tools/search-research/linkupsearchtool",
+ "pt-BR/tools/search-research/githubsearchtool",
+ "pt-BR/tools/search-research/websitesearchtool",
+ "pt-BR/tools/search-research/codedocssearchtool",
+ "pt-BR/tools/search-research/youtubechannelsearchtool",
+ "pt-BR/tools/search-research/youtubevideosearchtool"
+ ]
+ },
+ {
+ "group": "Dados",
+ "icon": "database",
+ "pages": [
+ "pt-BR/tools/database-data/overview",
+ "pt-BR/tools/database-data/mysqltool",
+ "pt-BR/tools/database-data/pgsearchtool",
+ "pt-BR/tools/database-data/snowflakesearchtool",
+ "pt-BR/tools/database-data/nl2sqltool",
+ "pt-BR/tools/database-data/qdrantvectorsearchtool",
+ "pt-BR/tools/database-data/weaviatevectorsearchtool"
+ ]
+ },
+ {
+ "group": "IA & Machine Learning",
+ "icon": "brain",
+ "pages": [
+ "pt-BR/tools/ai-ml/overview",
+ "pt-BR/tools/ai-ml/dalletool",
+ "pt-BR/tools/ai-ml/visiontool",
+ "pt-BR/tools/ai-ml/aimindtool",
+ "pt-BR/tools/ai-ml/llamaindextool",
+ "pt-BR/tools/ai-ml/langchaintool",
+ "pt-BR/tools/ai-ml/ragtool",
+ "pt-BR/tools/ai-ml/codeinterpretertool",
+ "pt-BR/tools/ai-ml/daytona"
+ ]
+ },
+ {
+ "group": "Cloud & Armazenamento",
+ "icon": "cloud",
+ "pages": [
+ "pt-BR/tools/cloud-storage/overview",
+ "pt-BR/tools/cloud-storage/s3readertool",
+ "pt-BR/tools/cloud-storage/s3writertool",
+ "pt-BR/tools/cloud-storage/bedrockkbretriever"
+ ]
+ },
+ {
+ "group": "Integrations",
+ "icon": "plug",
+ "pages": [
+ "pt-BR/tools/integration/overview",
+ "pt-BR/tools/integration/bedrockinvokeagenttool",
+ "pt-BR/tools/integration/crewaiautomationtool"
+ ]
+ },
+ {
+ "group": "Automação",
+ "icon": "bolt",
+ "pages": [
+ "pt-BR/tools/automation/overview",
+ "pt-BR/tools/automation/apifyactorstool",
+ "pt-BR/tools/automation/composiotool",
+ "pt-BR/tools/automation/multiontool"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Observabilidade",
+ "pages": [
+ "pt-BR/observability/tracing",
+ "pt-BR/observability/overview",
+ "pt-BR/observability/arize-phoenix",
+ "pt-BR/observability/braintrust",
+ "pt-BR/observability/datadog",
+ "pt-BR/observability/galileo",
+ "pt-BR/observability/langdb",
+ "pt-BR/observability/langfuse",
+ "pt-BR/observability/langtrace",
+ "pt-BR/observability/maxim",
+ "pt-BR/observability/mlflow",
+ "pt-BR/observability/openlit",
+ "pt-BR/observability/opik",
+ "pt-BR/observability/patronus-evaluation",
+ "pt-BR/observability/portkey",
+ "pt-BR/observability/weave",
+ "pt-BR/observability/truefoundry"
+ ]
+ },
+ {
+ "group": "Aprenda",
+ "pages": [
+ "pt-BR/learn/overview",
+ "pt-BR/learn/llm-selection-guide",
+ "pt-BR/learn/conditional-tasks",
+ "pt-BR/learn/coding-agents",
+ "pt-BR/learn/create-custom-tools",
+ "pt-BR/learn/custom-llm",
+ "pt-BR/learn/custom-manager-agent",
+ "pt-BR/learn/customizing-agents",
+ "pt-BR/learn/dalle-image-generation",
+ "pt-BR/learn/force-tool-output-as-result",
+ "pt-BR/learn/hierarchical-process",
+ "pt-BR/learn/human-input-on-execution",
+ "pt-BR/learn/human-in-the-loop",
+ "pt-BR/learn/human-feedback-in-flows",
+ "pt-BR/learn/kickoff-async",
+ "pt-BR/learn/kickoff-for-each",
+ "pt-BR/learn/llm-connections",
+ "pt-BR/learn/multimodal-agents",
+ "pt-BR/learn/replay-tasks-from-latest-crew-kickoff",
+ "pt-BR/learn/sequential-process",
+ "pt-BR/learn/using-annotations",
+ "pt-BR/learn/execution-hooks",
+ "pt-BR/learn/llm-hooks",
+ "pt-BR/learn/tool-hooks"
+ ]
+ },
+ {
+ "group": "Telemetria",
+ "pages": [
+ "pt-BR/telemetry"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "AMP",
+ "icon": "briefcase",
+ "groups": [
+ {
+ "group": "Começando",
+ "pages": [
+ "pt-BR/enterprise/introduction"
+ ]
+ },
+ {
+ "group": "Construir",
+ "pages": [
+ "pt-BR/enterprise/features/automations",
+ "pt-BR/enterprise/features/crew-studio",
+ "pt-BR/enterprise/features/marketplace",
+ "pt-BR/enterprise/features/agent-repositories",
+ "pt-BR/enterprise/features/tools-and-integrations",
+ "pt-BR/enterprise/features/pii-trace-redactions"
+ ]
+ },
+ {
+ "group": "Operar",
+ "pages": [
+ "pt-BR/enterprise/features/traces",
+ "pt-BR/enterprise/features/webhook-streaming",
+ "pt-BR/enterprise/features/hallucination-guardrail",
+ "pt-BR/enterprise/features/flow-hitl-management"
+ ]
+ },
+ {
+ "group": "Gerenciar",
+ "pages": [
+ "pt-BR/enterprise/features/rbac",
+ {
+ "group": "Secrets Manager",
+ "icon": "lock",
+ "pages": [
+ "pt-BR/enterprise/features/secrets-manager/overview",
+ "pt-BR/enterprise/features/secrets-manager/usage",
+ {
+ "group": "AWS",
+ "icon": "aws",
+ "pages": [
+ "pt-BR/enterprise/features/secrets-manager/aws",
+ "pt-BR/enterprise/features/secrets-manager/aws-workload-identity"
+ ]
+ },
+ {
+ "group": "GCP",
+ "icon": "google",
+ "pages": [
+ "pt-BR/enterprise/features/secrets-manager/gcp",
+ "pt-BR/enterprise/features/secrets-manager/gcp-workload-identity"
+ ]
+ },
+ {
+ "group": "Azure",
+ "icon": "microsoft",
+ "pages": [
+ "pt-BR/enterprise/features/secrets-manager/azure",
+ "pt-BR/enterprise/features/secrets-manager/azure-workload-identity"
+ ]
+ },
+ "pt-BR/enterprise/features/secrets-manager/verify-rotation"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Documentação de Integração",
+ "pages": [
+ "pt-BR/enterprise/integrations/asana",
+ "pt-BR/enterprise/integrations/box",
+ "pt-BR/enterprise/integrations/clickup",
+ "pt-BR/enterprise/integrations/databricks",
+ "pt-BR/enterprise/integrations/github",
+ "pt-BR/enterprise/integrations/gmail",
+ "pt-BR/enterprise/integrations/google_calendar",
+ "pt-BR/enterprise/integrations/google_contacts",
+ "pt-BR/enterprise/integrations/google_docs",
+ "pt-BR/enterprise/integrations/google_drive",
+ "pt-BR/enterprise/integrations/google_sheets",
+ "pt-BR/enterprise/integrations/google_slides",
+ "pt-BR/enterprise/integrations/hubspot",
+ "pt-BR/enterprise/integrations/jira",
+ "pt-BR/enterprise/integrations/linear",
+ "pt-BR/enterprise/integrations/microsoft_excel",
+ "pt-BR/enterprise/integrations/microsoft_onedrive",
+ "pt-BR/enterprise/integrations/microsoft_outlook",
+ "pt-BR/enterprise/integrations/microsoft_sharepoint",
+ "pt-BR/enterprise/integrations/microsoft_teams",
+ "pt-BR/enterprise/integrations/microsoft_word",
+ "pt-BR/enterprise/integrations/notion",
+ "pt-BR/enterprise/integrations/salesforce",
+ "pt-BR/enterprise/integrations/shopify",
+ "pt-BR/enterprise/integrations/slack",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -8399,7 +9418,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -8864,7 +9883,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -9329,7 +10348,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -9793,7 +10812,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -10267,7 +11286,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -10741,7 +11760,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -11215,7 +12234,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -11689,7 +12708,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -12153,7 +13172,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -12617,7 +13636,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -13081,7 +14100,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -13544,7 +14563,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -14007,7 +15026,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -14471,7 +15490,7 @@
"pt-BR/enterprise/integrations/salesforce",
"pt-BR/enterprise/integrations/shopify",
"pt-BR/enterprise/integrations/slack",
- "pt-BR/enterprise/integrations/snowflake",
+ "pt-BR/enterprise/integrations/snowflake",
"pt-BR/enterprise/integrations/stripe",
"pt-BR/enterprise/integrations/zendesk"
]
@@ -14595,7 +15614,7 @@
},
"versions": [
{
- "version": "v1.14.6",
+ "version": "v1.14.7",
"default": true,
"tabs": [
{
@@ -15011,7 +16030,517 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/stripe",
+ "ko/enterprise/integrations/zendesk"
+ ]
+ },
+ {
+ "group": "How-To Guides",
+ "pages": [
+ "ko/enterprise/guides/build-crew",
+ "ko/enterprise/guides/prepare-for-deployment",
+ "ko/enterprise/guides/deploy-to-amp",
+ "ko/enterprise/guides/monorepo-deployments",
+ "ko/enterprise/guides/private-package-registry",
+ "ko/enterprise/guides/kickoff-crew",
+ "ko/enterprise/guides/training-crews",
+ "ko/enterprise/guides/update-crew",
+ "ko/enterprise/guides/enable-crew-studio",
+ "ko/enterprise/guides/capture_telemetry_logs",
+ "ko/enterprise/guides/azure-openai-setup",
+ "ko/enterprise/guides/tool-repository",
+ "ko/enterprise/guides/custom-mcp-server",
+ "ko/enterprise/guides/react-component-export",
+ "ko/enterprise/guides/team-management",
+ "ko/enterprise/guides/human-in-the-loop",
+ "ko/enterprise/guides/webhook-automation"
+ ]
+ },
+ {
+ "group": "트리거",
+ "pages": [
+ "ko/enterprise/guides/automation-triggers",
+ "ko/enterprise/guides/gmail-trigger",
+ "ko/enterprise/guides/google-calendar-trigger",
+ "ko/enterprise/guides/google-drive-trigger",
+ "ko/enterprise/guides/outlook-trigger",
+ "ko/enterprise/guides/onedrive-trigger",
+ "ko/enterprise/guides/microsoft-teams-trigger",
+ "ko/enterprise/guides/slack-trigger",
+ "ko/enterprise/guides/hubspot-trigger",
+ "ko/enterprise/guides/salesforce-trigger",
+ "ko/enterprise/guides/zapier-trigger"
+ ]
+ },
+ {
+ "group": "학습 자원",
+ "pages": [
+ "ko/enterprise/resources/frequently-asked-questions"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "API 레퍼런스",
+ "icon": "magnifying-glass",
+ "groups": [
+ {
+ "group": "시작 안내",
+ "pages": [
+ "ko/api-reference/introduction",
+ "ko/api-reference/inputs",
+ "ko/api-reference/kickoff",
+ "ko/api-reference/resume",
+ "ko/api-reference/status"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "예시",
+ "icon": "code",
+ "groups": [
+ {
+ "group": "예시",
+ "pages": [
+ "ko/examples/example",
+ "ko/examples/cookbooks"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "변경 로그",
+ "icon": "clock",
+ "groups": [
+ {
+ "group": "릴리스 노트",
+ "pages": [
+ "ko/changelog"
+ ]
+ }
+ ]
+ }
+ ]
+ },
+ {
+ "version": "v1.14.6",
+ "tabs": [
+ {
+ "tab": "홈",
+ "icon": "house",
+ "groups": [
+ {
+ "group": "환영합니다",
+ "pages": [
+ "ko/index"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "기술 문서",
+ "icon": "book-open",
+ "groups": [
+ {
+ "group": "시작 안내",
+ "pages": [
+ "ko/introduction",
+ "ko/guides/coding-tools/build-with-ai",
+ "ko/skills",
+ "ko/installation",
+ "ko/quickstart"
+ ]
+ },
+ {
+ "group": "가이드",
+ "pages": [
+ {
+ "group": "전략",
+ "icon": "compass",
+ "pages": [
+ "ko/guides/concepts/evaluating-use-cases"
+ ]
+ },
+ {
+ "group": "에이전트 (Agents)",
+ "icon": "user",
+ "pages": [
+ "ko/guides/agents/crafting-effective-agents"
+ ]
+ },
+ {
+ "group": "크루 (Crews)",
+ "icon": "users",
+ "pages": [
+ "ko/guides/crews/first-crew"
+ ]
+ },
+ {
+ "group": "플로우 (Flows)",
+ "icon": "code-branch",
+ "pages": [
+ "ko/guides/flows/first-flow",
+ "ko/guides/flows/mastering-flow-state",
+ "ko/guides/flows/conversational-flows",
+ "ko/guides/flows/inputs-id-deprecation"
+ ]
+ },
+ {
+ "group": "도구",
+ "icon": "wrench",
+ "pages": [
+ "ko/guides/tools/publish-custom-tools"
+ ]
+ },
+ {
+ "group": "코딩 도구",
+ "icon": "terminal",
+ "pages": [
+ "ko/guides/coding-tools/agents-md"
+ ]
+ },
+ {
+ "group": "고급",
+ "icon": "gear",
+ "pages": [
+ "ko/guides/advanced/customizing-prompts",
+ "ko/guides/advanced/fingerprinting"
+ ]
+ },
+ {
+ "group": "마이그레이션",
+ "icon": "shuffle",
+ "pages": [
+ "ko/guides/migration/migrating-from-langgraph"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "핵심 개념",
+ "pages": [
+ "ko/concepts/agents",
+ "ko/concepts/tasks",
+ "ko/concepts/agent-capabilities",
+ "ko/concepts/crews",
+ "ko/concepts/flows",
+ "ko/concepts/production-architecture",
+ "ko/concepts/knowledge",
+ "ko/concepts/skills",
+ "ko/concepts/llms",
+ "ko/concepts/files",
+ "ko/concepts/processes",
+ "ko/concepts/collaboration",
+ "ko/concepts/training",
+ "ko/concepts/memory",
+ "ko/concepts/reasoning",
+ "ko/concepts/planning",
+ "ko/concepts/testing",
+ "ko/concepts/cli",
+ "ko/concepts/tools",
+ "ko/concepts/event-listener",
+ "ko/concepts/checkpointing"
+ ]
+ },
+ {
+ "group": "MCP 통합",
+ "pages": [
+ "ko/mcp/overview",
+ "ko/mcp/dsl-integration",
+ "ko/mcp/stdio",
+ "ko/mcp/sse",
+ "ko/mcp/streamable-http",
+ "ko/mcp/multiple-servers",
+ "ko/mcp/security"
+ ]
+ },
+ {
+ "group": "도구 (Tools)",
+ "pages": [
+ "ko/tools/overview",
+ {
+ "group": "파일 & 문서",
+ "icon": "folder-open",
+ "pages": [
+ "ko/tools/file-document/overview",
+ "ko/tools/file-document/filereadtool",
+ "ko/tools/file-document/filewritetool",
+ "ko/tools/file-document/pdfsearchtool",
+ "ko/tools/file-document/docxsearchtool",
+ "ko/tools/file-document/mdxsearchtool",
+ "ko/tools/file-document/xmlsearchtool",
+ "ko/tools/file-document/txtsearchtool",
+ "ko/tools/file-document/jsonsearchtool",
+ "ko/tools/file-document/csvsearchtool",
+ "ko/tools/file-document/directorysearchtool",
+ "ko/tools/file-document/directoryreadtool",
+ "ko/tools/file-document/ocrtool",
+ "ko/tools/file-document/pdf-text-writing-tool"
+ ]
+ },
+ {
+ "group": "웹 스크래핑 & 브라우징",
+ "icon": "globe",
+ "pages": [
+ "ko/tools/web-scraping/overview",
+ "ko/tools/web-scraping/scrapewebsitetool",
+ "ko/tools/web-scraping/scrapeelementfromwebsitetool",
+ "ko/tools/web-scraping/scrapflyscrapetool",
+ "ko/tools/web-scraping/seleniumscrapingtool",
+ "ko/tools/web-scraping/scrapegraphscrapetool",
+ "ko/tools/web-scraping/spidertool",
+ "ko/tools/web-scraping/browserbaseloadtool",
+ "ko/tools/web-scraping/hyperbrowserloadtool",
+ "ko/tools/web-scraping/stagehandtool",
+ "ko/tools/web-scraping/firecrawlcrawlwebsitetool",
+ "ko/tools/web-scraping/firecrawlscrapewebsitetool",
+ "ko/tools/web-scraping/oxylabsscraperstool",
+ "ko/tools/web-scraping/brightdata-tools"
+ ]
+ },
+ {
+ "group": "검색 및 연구",
+ "icon": "magnifying-glass",
+ "pages": [
+ "ko/tools/search-research/overview",
+ "ko/tools/search-research/serperdevtool",
+ "ko/tools/search-research/bravesearchtool",
+ "ko/tools/search-research/exasearchtool",
+ "ko/tools/search-research/linkupsearchtool",
+ "ko/tools/search-research/githubsearchtool",
+ "ko/tools/search-research/websitesearchtool",
+ "ko/tools/search-research/codedocssearchtool",
+ "ko/tools/search-research/youtubechannelsearchtool",
+ "ko/tools/search-research/youtubevideosearchtool",
+ "ko/tools/search-research/tavilysearchtool",
+ "ko/tools/search-research/tavilyextractortool",
+ "ko/tools/search-research/tavilyresearchtool",
+ "ko/tools/search-research/arxivpapertool",
+ "ko/tools/search-research/serpapi-googlesearchtool",
+ "ko/tools/search-research/serpapi-googleshoppingtool",
+ "ko/tools/search-research/databricks-query-tool"
+ ]
+ },
+ {
+ "group": "데이터베이스 & 데이터",
+ "icon": "database",
+ "pages": [
+ "ko/tools/database-data/overview",
+ "ko/tools/database-data/mysqltool",
+ "ko/tools/database-data/pgsearchtool",
+ "ko/tools/database-data/snowflakesearchtool",
+ "ko/tools/database-data/nl2sqltool",
+ "ko/tools/database-data/qdrantvectorsearchtool",
+ "ko/tools/database-data/weaviatevectorsearchtool",
+ "ko/tools/database-data/mongodbvectorsearchtool",
+ "ko/tools/database-data/singlestoresearchtool"
+ ]
+ },
+ {
+ "group": "인공지능 & 머신러닝",
+ "icon": "brain",
+ "pages": [
+ "ko/tools/ai-ml/overview",
+ "ko/tools/ai-ml/dalletool",
+ "ko/tools/ai-ml/visiontool",
+ "ko/tools/ai-ml/aimindtool",
+ "ko/tools/ai-ml/llamaindextool",
+ "ko/tools/ai-ml/langchaintool",
+ "ko/tools/ai-ml/ragtool",
+ "ko/tools/ai-ml/codeinterpretertool"
+ ]
+ },
+ {
+ "group": "클라우드 & 스토리지",
+ "icon": "cloud",
+ "pages": [
+ "ko/tools/cloud-storage/overview",
+ "ko/tools/cloud-storage/s3readertool",
+ "ko/tools/cloud-storage/s3writertool",
+ "ko/tools/cloud-storage/bedrockkbretriever"
+ ]
+ },
+ {
+ "group": "Integrations",
+ "icon": "plug",
+ "pages": [
+ "ko/tools/integration/overview",
+ "ko/tools/integration/bedrockinvokeagenttool",
+ "ko/tools/integration/crewaiautomationtool"
+ ]
+ },
+ {
+ "group": "자동화",
+ "icon": "bolt",
+ "pages": [
+ "ko/tools/automation/overview",
+ "ko/tools/automation/apifyactorstool",
+ "ko/tools/automation/composiotool",
+ "ko/tools/automation/multiontool",
+ "ko/tools/automation/zapieractionstool"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Observability",
+ "pages": [
+ "ko/observability/tracing",
+ "ko/observability/overview",
+ "ko/observability/arize-phoenix",
+ "ko/observability/braintrust",
+ "ko/observability/datadog",
+ "ko/observability/galileo",
+ "ko/observability/langdb",
+ "ko/observability/langfuse",
+ "ko/observability/langtrace",
+ "ko/observability/maxim",
+ "ko/observability/mlflow",
+ "ko/observability/neatlogs",
+ "ko/observability/openlit",
+ "ko/observability/opik",
+ "ko/observability/patronus-evaluation",
+ "ko/observability/portkey",
+ "ko/observability/weave"
+ ]
+ },
+ {
+ "group": "학습",
+ "pages": [
+ "ko/learn/overview",
+ "ko/learn/llm-selection-guide",
+ "ko/learn/conditional-tasks",
+ "ko/learn/coding-agents",
+ "ko/learn/create-custom-tools",
+ "ko/learn/custom-llm",
+ "ko/learn/custom-manager-agent",
+ "ko/learn/customizing-agents",
+ "ko/learn/dalle-image-generation",
+ "ko/learn/force-tool-output-as-result",
+ "ko/learn/hierarchical-process",
+ "ko/learn/human-input-on-execution",
+ "ko/learn/human-in-the-loop",
+ "ko/learn/human-feedback-in-flows",
+ "ko/learn/kickoff-async",
+ "ko/learn/kickoff-for-each",
+ "ko/learn/llm-connections",
+ "ko/learn/multimodal-agents",
+ "ko/learn/replay-tasks-from-latest-crew-kickoff",
+ "ko/learn/sequential-process",
+ "ko/learn/using-annotations",
+ "ko/learn/execution-hooks",
+ "ko/learn/llm-hooks",
+ "ko/learn/tool-hooks"
+ ]
+ },
+ {
+ "group": "Telemetry",
+ "pages": [
+ "ko/telemetry"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "엔터프라이즈",
+ "icon": "briefcase",
+ "groups": [
+ {
+ "group": "시작 안내",
+ "pages": [
+ "ko/enterprise/introduction"
+ ]
+ },
+ {
+ "group": "빌드",
+ "pages": [
+ "ko/enterprise/features/automations",
+ "ko/enterprise/features/crew-studio",
+ "ko/enterprise/features/marketplace",
+ "ko/enterprise/features/agent-repositories",
+ "ko/enterprise/features/tools-and-integrations",
+ "ko/enterprise/features/pii-trace-redactions"
+ ]
+ },
+ {
+ "group": "운영",
+ "pages": [
+ "ko/enterprise/features/traces",
+ "ko/enterprise/features/webhook-streaming",
+ "ko/enterprise/features/hallucination-guardrail",
+ "ko/enterprise/features/flow-hitl-management"
+ ]
+ },
+ {
+ "group": "관리",
+ "pages": [
+ "ko/enterprise/features/rbac",
+ {
+ "group": "Secrets Manager",
+ "icon": "lock",
+ "pages": [
+ "ko/enterprise/features/secrets-manager/overview",
+ "ko/enterprise/features/secrets-manager/usage",
+ {
+ "group": "AWS",
+ "icon": "aws",
+ "pages": [
+ "ko/enterprise/features/secrets-manager/aws",
+ "ko/enterprise/features/secrets-manager/aws-workload-identity"
+ ]
+ },
+ {
+ "group": "GCP",
+ "icon": "google",
+ "pages": [
+ "ko/enterprise/features/secrets-manager/gcp",
+ "ko/enterprise/features/secrets-manager/gcp-workload-identity"
+ ]
+ },
+ {
+ "group": "Azure",
+ "icon": "microsoft",
+ "pages": [
+ "ko/enterprise/features/secrets-manager/azure",
+ "ko/enterprise/features/secrets-manager/azure-workload-identity"
+ ]
+ },
+ "ko/enterprise/features/secrets-manager/verify-rotation"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "통합 문서",
+ "pages": [
+ "ko/enterprise/integrations/asana",
+ "ko/enterprise/integrations/box",
+ "ko/enterprise/integrations/clickup",
+ "ko/enterprise/integrations/databricks",
+ "ko/enterprise/integrations/github",
+ "ko/enterprise/integrations/gmail",
+ "ko/enterprise/integrations/google_calendar",
+ "ko/enterprise/integrations/google_contacts",
+ "ko/enterprise/integrations/google_docs",
+ "ko/enterprise/integrations/google_drive",
+ "ko/enterprise/integrations/google_sheets",
+ "ko/enterprise/integrations/google_slides",
+ "ko/enterprise/integrations/hubspot",
+ "ko/enterprise/integrations/jira",
+ "ko/enterprise/integrations/linear",
+ "ko/enterprise/integrations/microsoft_excel",
+ "ko/enterprise/integrations/microsoft_onedrive",
+ "ko/enterprise/integrations/microsoft_outlook",
+ "ko/enterprise/integrations/microsoft_sharepoint",
+ "ko/enterprise/integrations/microsoft_teams",
+ "ko/enterprise/integrations/microsoft_word",
+ "ko/enterprise/integrations/notion",
+ "ko/enterprise/integrations/salesforce",
+ "ko/enterprise/integrations/shopify",
+ "ko/enterprise/integrations/slack",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -15520,7 +17049,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -15997,7 +17526,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -16474,7 +18003,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -16951,7 +18480,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -17438,7 +18967,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -17925,7 +19454,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -18412,7 +19941,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -18899,7 +20428,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -19376,7 +20905,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -19853,7 +21382,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -20330,7 +21859,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -20806,7 +22335,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -21282,7 +22811,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -21759,7 +23288,7 @@
"ko/enterprise/integrations/salesforce",
"ko/enterprise/integrations/shopify",
"ko/enterprise/integrations/slack",
- "ko/enterprise/integrations/snowflake",
+ "ko/enterprise/integrations/snowflake",
"ko/enterprise/integrations/stripe",
"ko/enterprise/integrations/zendesk"
]
@@ -21883,7 +23412,7 @@
},
"versions": [
{
- "version": "v1.14.6",
+ "version": "v1.14.7",
"default": true,
"tabs": [
{
@@ -22299,7 +23828,517 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/stripe",
+ "ar/enterprise/integrations/zendesk"
+ ]
+ },
+ {
+ "group": "How-To Guides",
+ "pages": [
+ "ar/enterprise/guides/build-crew",
+ "ar/enterprise/guides/prepare-for-deployment",
+ "ar/enterprise/guides/deploy-to-amp",
+ "ar/enterprise/guides/monorepo-deployments",
+ "ar/enterprise/guides/private-package-registry",
+ "ar/enterprise/guides/kickoff-crew",
+ "ar/enterprise/guides/training-crews",
+ "ar/enterprise/guides/update-crew",
+ "ar/enterprise/guides/enable-crew-studio",
+ "ar/enterprise/guides/capture_telemetry_logs",
+ "ar/enterprise/guides/azure-openai-setup",
+ "ar/enterprise/guides/tool-repository",
+ "ar/enterprise/guides/custom-mcp-server",
+ "ar/enterprise/guides/react-component-export",
+ "ar/enterprise/guides/team-management",
+ "ar/enterprise/guides/human-in-the-loop",
+ "ar/enterprise/guides/webhook-automation"
+ ]
+ },
+ {
+ "group": "المشغّلات",
+ "pages": [
+ "ar/enterprise/guides/automation-triggers",
+ "ar/enterprise/guides/gmail-trigger",
+ "ar/enterprise/guides/google-calendar-trigger",
+ "ar/enterprise/guides/google-drive-trigger",
+ "ar/enterprise/guides/outlook-trigger",
+ "ar/enterprise/guides/onedrive-trigger",
+ "ar/enterprise/guides/microsoft-teams-trigger",
+ "ar/enterprise/guides/slack-trigger",
+ "ar/enterprise/guides/hubspot-trigger",
+ "ar/enterprise/guides/salesforce-trigger",
+ "ar/enterprise/guides/zapier-trigger"
+ ]
+ },
+ {
+ "group": "موارد التعلّم",
+ "pages": [
+ "ar/enterprise/resources/frequently-asked-questions"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "API المرجع",
+ "icon": "magnifying-glass",
+ "groups": [
+ {
+ "group": "البدء",
+ "pages": [
+ "ar/api-reference/introduction",
+ "ar/api-reference/inputs",
+ "ar/api-reference/kickoff",
+ "ar/api-reference/resume",
+ "ar/api-reference/status"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "أمثلة",
+ "icon": "code",
+ "groups": [
+ {
+ "group": "أمثلة",
+ "pages": [
+ "ar/examples/example",
+ "ar/examples/cookbooks"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "التغييرات السجلات",
+ "icon": "clock",
+ "groups": [
+ {
+ "group": "سجل التغييرات",
+ "pages": [
+ "ar/changelog"
+ ]
+ }
+ ]
+ }
+ ]
+ },
+ {
+ "version": "v1.14.6",
+ "tabs": [
+ {
+ "tab": "الرئيسية",
+ "icon": "house",
+ "groups": [
+ {
+ "group": "مرحباً",
+ "pages": [
+ "ar/index"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "التقنية التوثيق",
+ "icon": "book-open",
+ "groups": [
+ {
+ "group": "البدء",
+ "pages": [
+ "ar/introduction",
+ "ar/guides/coding-tools/build-with-ai",
+ "ar/skills",
+ "ar/installation",
+ "ar/quickstart"
+ ]
+ },
+ {
+ "group": "الأدلّة",
+ "pages": [
+ {
+ "group": "الاستراتيجية",
+ "icon": "compass",
+ "pages": [
+ "ar/guides/concepts/evaluating-use-cases"
+ ]
+ },
+ {
+ "group": "الوكلاء",
+ "icon": "user",
+ "pages": [
+ "ar/guides/agents/crafting-effective-agents"
+ ]
+ },
+ {
+ "group": "الطواقم",
+ "icon": "users",
+ "pages": [
+ "ar/guides/crews/first-crew"
+ ]
+ },
+ {
+ "group": "التدفقات",
+ "icon": "code-branch",
+ "pages": [
+ "ar/guides/flows/first-flow",
+ "ar/guides/flows/mastering-flow-state",
+ "ar/guides/flows/conversational-flows",
+ "ar/guides/flows/inputs-id-deprecation"
+ ]
+ },
+ {
+ "group": "الأدوات",
+ "icon": "wrench",
+ "pages": [
+ "ar/guides/tools/publish-custom-tools"
+ ]
+ },
+ {
+ "group": "أدوات البرمجة",
+ "icon": "terminal",
+ "pages": [
+ "ar/guides/coding-tools/agents-md"
+ ]
+ },
+ {
+ "group": "متقدّم",
+ "icon": "gear",
+ "pages": [
+ "ar/guides/advanced/customizing-prompts",
+ "ar/guides/advanced/fingerprinting"
+ ]
+ },
+ {
+ "group": "الترحيل",
+ "icon": "shuffle",
+ "pages": [
+ "ar/guides/migration/migrating-from-langgraph"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "المفاهيم الأساسية",
+ "pages": [
+ "ar/concepts/agents",
+ "ar/concepts/agent-capabilities",
+ "ar/concepts/tasks",
+ "ar/concepts/crews",
+ "ar/concepts/flows",
+ "ar/concepts/production-architecture",
+ "ar/concepts/knowledge",
+ "ar/concepts/skills",
+ "ar/concepts/llms",
+ "ar/concepts/files",
+ "ar/concepts/processes",
+ "ar/concepts/collaboration",
+ "ar/concepts/training",
+ "ar/concepts/memory",
+ "ar/concepts/reasoning",
+ "ar/concepts/planning",
+ "ar/concepts/testing",
+ "ar/concepts/cli",
+ "ar/concepts/tools",
+ "ar/concepts/event-listener",
+ "ar/concepts/checkpointing"
+ ]
+ },
+ {
+ "group": "تكامل MCP",
+ "pages": [
+ "ar/mcp/overview",
+ "ar/mcp/dsl-integration",
+ "ar/mcp/stdio",
+ "ar/mcp/sse",
+ "ar/mcp/streamable-http",
+ "ar/mcp/multiple-servers",
+ "ar/mcp/security"
+ ]
+ },
+ {
+ "group": "الأدوات",
+ "pages": [
+ "ar/tools/overview",
+ {
+ "group": "الملفات والمستندات",
+ "icon": "folder-open",
+ "pages": [
+ "ar/tools/file-document/overview",
+ "ar/tools/file-document/filereadtool",
+ "ar/tools/file-document/filewritetool",
+ "ar/tools/file-document/pdfsearchtool",
+ "ar/tools/file-document/docxsearchtool",
+ "ar/tools/file-document/mdxsearchtool",
+ "ar/tools/file-document/xmlsearchtool",
+ "ar/tools/file-document/txtsearchtool",
+ "ar/tools/file-document/jsonsearchtool",
+ "ar/tools/file-document/csvsearchtool",
+ "ar/tools/file-document/directorysearchtool",
+ "ar/tools/file-document/directoryreadtool",
+ "ar/tools/file-document/ocrtool",
+ "ar/tools/file-document/pdf-text-writing-tool"
+ ]
+ },
+ {
+ "group": "استخراج بيانات الويب",
+ "icon": "globe",
+ "pages": [
+ "ar/tools/web-scraping/overview",
+ "ar/tools/web-scraping/scrapewebsitetool",
+ "ar/tools/web-scraping/scrapeelementfromwebsitetool",
+ "ar/tools/web-scraping/scrapflyscrapetool",
+ "ar/tools/web-scraping/seleniumscrapingtool",
+ "ar/tools/web-scraping/scrapegraphscrapetool",
+ "ar/tools/web-scraping/spidertool",
+ "ar/tools/web-scraping/browserbaseloadtool",
+ "ar/tools/web-scraping/hyperbrowserloadtool",
+ "ar/tools/web-scraping/stagehandtool",
+ "ar/tools/web-scraping/firecrawlcrawlwebsitetool",
+ "ar/tools/web-scraping/firecrawlscrapewebsitetool",
+ "ar/tools/web-scraping/oxylabsscraperstool",
+ "ar/tools/web-scraping/brightdata-tools"
+ ]
+ },
+ {
+ "group": "البحث والاستكشاف",
+ "icon": "magnifying-glass",
+ "pages": [
+ "ar/tools/search-research/overview",
+ "ar/tools/search-research/serperdevtool",
+ "ar/tools/search-research/bravesearchtool",
+ "ar/tools/search-research/exasearchtool",
+ "ar/tools/search-research/linkupsearchtool",
+ "ar/tools/search-research/githubsearchtool",
+ "ar/tools/search-research/websitesearchtool",
+ "ar/tools/search-research/codedocssearchtool",
+ "ar/tools/search-research/youtubechannelsearchtool",
+ "ar/tools/search-research/youtubevideosearchtool",
+ "ar/tools/search-research/tavilysearchtool",
+ "ar/tools/search-research/tavilyextractortool",
+ "ar/tools/search-research/tavilyresearchtool",
+ "ar/tools/search-research/arxivpapertool",
+ "ar/tools/search-research/serpapi-googlesearchtool",
+ "ar/tools/search-research/serpapi-googleshoppingtool",
+ "ar/tools/search-research/databricks-query-tool"
+ ]
+ },
+ {
+ "group": "قواعد البيانات",
+ "icon": "database",
+ "pages": [
+ "ar/tools/database-data/overview",
+ "ar/tools/database-data/mysqltool",
+ "ar/tools/database-data/pgsearchtool",
+ "ar/tools/database-data/snowflakesearchtool",
+ "ar/tools/database-data/nl2sqltool",
+ "ar/tools/database-data/qdrantvectorsearchtool",
+ "ar/tools/database-data/weaviatevectorsearchtool",
+ "ar/tools/database-data/mongodbvectorsearchtool",
+ "ar/tools/database-data/singlestoresearchtool"
+ ]
+ },
+ {
+ "group": "الذكاء الاصطناعي والتعلّم الآلي",
+ "icon": "brain",
+ "pages": [
+ "ar/tools/ai-ml/overview",
+ "ar/tools/ai-ml/dalletool",
+ "ar/tools/ai-ml/visiontool",
+ "ar/tools/ai-ml/aimindtool",
+ "ar/tools/ai-ml/llamaindextool",
+ "ar/tools/ai-ml/langchaintool",
+ "ar/tools/ai-ml/ragtool",
+ "ar/tools/ai-ml/codeinterpretertool"
+ ]
+ },
+ {
+ "group": "التخزين السحابي",
+ "icon": "cloud",
+ "pages": [
+ "ar/tools/cloud-storage/overview",
+ "ar/tools/cloud-storage/s3readertool",
+ "ar/tools/cloud-storage/s3writertool",
+ "ar/tools/cloud-storage/bedrockkbretriever"
+ ]
+ },
+ {
+ "group": "Integrations",
+ "icon": "plug",
+ "pages": [
+ "ar/tools/integration/overview",
+ "ar/tools/integration/bedrockinvokeagenttool",
+ "ar/tools/integration/crewaiautomationtool"
+ ]
+ },
+ {
+ "group": "الأتمتة",
+ "icon": "bolt",
+ "pages": [
+ "ar/tools/automation/overview",
+ "ar/tools/automation/apifyactorstool",
+ "ar/tools/automation/composiotool",
+ "ar/tools/automation/multiontool",
+ "ar/tools/automation/zapieractionstool"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "Observability",
+ "pages": [
+ "ar/observability/tracing",
+ "ar/observability/overview",
+ "ar/observability/arize-phoenix",
+ "ar/observability/braintrust",
+ "ar/observability/datadog",
+ "ar/observability/galileo",
+ "ar/observability/langdb",
+ "ar/observability/langfuse",
+ "ar/observability/langtrace",
+ "ar/observability/maxim",
+ "ar/observability/mlflow",
+ "ar/observability/neatlogs",
+ "ar/observability/openlit",
+ "ar/observability/opik",
+ "ar/observability/patronus-evaluation",
+ "ar/observability/portkey",
+ "ar/observability/weave"
+ ]
+ },
+ {
+ "group": "التعلّم",
+ "pages": [
+ "ar/learn/overview",
+ "ar/learn/llm-selection-guide",
+ "ar/learn/conditional-tasks",
+ "ar/learn/coding-agents",
+ "ar/learn/create-custom-tools",
+ "ar/learn/custom-llm",
+ "ar/learn/custom-manager-agent",
+ "ar/learn/customizing-agents",
+ "ar/learn/dalle-image-generation",
+ "ar/learn/force-tool-output-as-result",
+ "ar/learn/hierarchical-process",
+ "ar/learn/human-input-on-execution",
+ "ar/learn/human-in-the-loop",
+ "ar/learn/human-feedback-in-flows",
+ "ar/learn/kickoff-async",
+ "ar/learn/kickoff-for-each",
+ "ar/learn/llm-connections",
+ "ar/learn/multimodal-agents",
+ "ar/learn/replay-tasks-from-latest-crew-kickoff",
+ "ar/learn/sequential-process",
+ "ar/learn/using-annotations",
+ "ar/learn/execution-hooks",
+ "ar/learn/llm-hooks",
+ "ar/learn/tool-hooks"
+ ]
+ },
+ {
+ "group": "Telemetry",
+ "pages": [
+ "ar/telemetry"
+ ]
+ }
+ ]
+ },
+ {
+ "tab": "المؤسسات",
+ "icon": "briefcase",
+ "groups": [
+ {
+ "group": "البدء",
+ "pages": [
+ "ar/enterprise/introduction"
+ ]
+ },
+ {
+ "group": "البناء",
+ "pages": [
+ "ar/enterprise/features/automations",
+ "ar/enterprise/features/crew-studio",
+ "ar/enterprise/features/marketplace",
+ "ar/enterprise/features/agent-repositories",
+ "ar/enterprise/features/tools-and-integrations",
+ "ar/enterprise/features/pii-trace-redactions"
+ ]
+ },
+ {
+ "group": "العمليات",
+ "pages": [
+ "ar/enterprise/features/traces",
+ "ar/enterprise/features/webhook-streaming",
+ "ar/enterprise/features/hallucination-guardrail",
+ "ar/enterprise/features/flow-hitl-management"
+ ]
+ },
+ {
+ "group": "الإدارة",
+ "pages": [
+ "ar/enterprise/features/rbac",
+ {
+ "group": "Secrets Manager",
+ "icon": "lock",
+ "pages": [
+ "ar/enterprise/features/secrets-manager/overview",
+ "ar/enterprise/features/secrets-manager/usage",
+ {
+ "group": "AWS",
+ "icon": "aws",
+ "pages": [
+ "ar/enterprise/features/secrets-manager/aws",
+ "ar/enterprise/features/secrets-manager/aws-workload-identity"
+ ]
+ },
+ {
+ "group": "GCP",
+ "icon": "google",
+ "pages": [
+ "ar/enterprise/features/secrets-manager/gcp",
+ "ar/enterprise/features/secrets-manager/gcp-workload-identity"
+ ]
+ },
+ {
+ "group": "Azure",
+ "icon": "microsoft",
+ "pages": [
+ "ar/enterprise/features/secrets-manager/azure",
+ "ar/enterprise/features/secrets-manager/azure-workload-identity"
+ ]
+ },
+ "ar/enterprise/features/secrets-manager/verify-rotation"
+ ]
+ }
+ ]
+ },
+ {
+ "group": "التكاملات",
+ "pages": [
+ "ar/enterprise/integrations/asana",
+ "ar/enterprise/integrations/box",
+ "ar/enterprise/integrations/clickup",
+ "ar/enterprise/integrations/databricks",
+ "ar/enterprise/integrations/github",
+ "ar/enterprise/integrations/gmail",
+ "ar/enterprise/integrations/google_calendar",
+ "ar/enterprise/integrations/google_contacts",
+ "ar/enterprise/integrations/google_docs",
+ "ar/enterprise/integrations/google_drive",
+ "ar/enterprise/integrations/google_sheets",
+ "ar/enterprise/integrations/google_slides",
+ "ar/enterprise/integrations/hubspot",
+ "ar/enterprise/integrations/jira",
+ "ar/enterprise/integrations/linear",
+ "ar/enterprise/integrations/microsoft_excel",
+ "ar/enterprise/integrations/microsoft_onedrive",
+ "ar/enterprise/integrations/microsoft_outlook",
+ "ar/enterprise/integrations/microsoft_sharepoint",
+ "ar/enterprise/integrations/microsoft_teams",
+ "ar/enterprise/integrations/microsoft_word",
+ "ar/enterprise/integrations/notion",
+ "ar/enterprise/integrations/salesforce",
+ "ar/enterprise/integrations/shopify",
+ "ar/enterprise/integrations/slack",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -22808,7 +24847,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -23285,7 +25324,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -23762,7 +25801,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -24239,7 +26278,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -24726,7 +26765,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -25213,7 +27252,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -25700,7 +27739,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -26187,7 +28226,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -26664,7 +28703,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -27141,7 +29180,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -27618,7 +29657,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -28094,7 +30133,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -28570,7 +30609,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
@@ -29047,7 +31086,7 @@
"ar/enterprise/integrations/salesforce",
"ar/enterprise/integrations/shopify",
"ar/enterprise/integrations/slack",
- "ar/enterprise/integrations/snowflake",
+ "ar/enterprise/integrations/snowflake",
"ar/enterprise/integrations/stripe",
"ar/enterprise/integrations/zendesk"
]
diff --git a/docs/en/changelog.mdx b/docs/en/changelog.mdx
index 84c935c0a..b880bcbb5 100644
--- a/docs/en/changelog.mdx
+++ b/docs/en/changelog.mdx
@@ -4,6 +4,55 @@ description: "Product updates, improvements, and bug fixes for CrewAI"
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.7
+
+ [View release on GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7)
+
+ ## What's Changed
+
+ ### Features
+ - Add pluggable default backends for memory, knowledge, rag, and flow.
+ - Surface real finish_reason, sampling params, and response.id on LLM events.
+ - Type DSL triggers as route-aware decorators.
+ - Add chat API for conversational flows.
+ - Make locking backend overridable.
+ - Build FlowDefinition from Flow DSL metadata.
+ - Add native Snowflake Cortex LLM provider.
+ - Add crew trained agents file support.
+
+ ### Bug Fixes
+ - Fix checkpoint to rebuild custom BaseLLM as concrete LLM on restore.
+ - Gate restore on a flag to prevent live snapshots from replaying as resume.
+ - Scope runtime state per run to bound growth and isolate concurrent runs.
+ - Fix telemetry setup on crewai-login.
+ - Respect suppress_flow_events for method-execution events.
+ - Restore [project.scripts] in crewai package for uv tool install.
+ - Resolve pip-audit CVEs for aiohttp, docling, and docling-core.
+ - Fix file input not working reliably.
+ - Fix Snowflake Claude incomplete tool result histories.
+
+ ### Documentation
+ - Update changelog and version for v1.14.7.
+ - Update OpenTelemetry collector documentation.
+ - Update NVIDIA Nemotron LLM guide.
+ - Add Databricks integration guide.
+ - Add Snowflake integration guide.
+
+ ### Performance
+ - Improve crewai import speed by lazy-loading docling imports.
+
+ ### Refactoring
+ - Simplify flow condition evaluation to be stateless per event.
+ - Decouple convo logic from runtime and add a conversational_definition.
+ - Split `flow.py` into DSL, definition, and runtime.
+
+ ## Contributors
+
+ @Luzk, @alex-clawd, @devin-ai-integration[bot], @greysonlalonde, @gvieira, @jessemiller, @lorenzejay, @lucasgomide, @mattatcha, @vinibrsl
+
+
+
## v1.14.7rc2
diff --git a/docs/ko/changelog.mdx b/docs/ko/changelog.mdx
index ed9711c7f..1ca90a907 100644
--- a/docs/ko/changelog.mdx
+++ b/docs/ko/changelog.mdx
@@ -4,6 +4,55 @@ description: "CrewAI의 제품 업데이트, 개선 사항 및 버그 수정"
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.7
+
+ [GitHub 릴리스 보기](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7)
+
+ ## 변경 사항
+
+ ### 기능
+ - 메모리, 지식, RAG 및 흐름에 대한 플러그 가능한 기본 백엔드를 추가했습니다.
+ - LLM 이벤트에서 실제 finish_reason, 샘플링 매개변수 및 response.id를 표시합니다.
+ - 경로 인식 장식자로서의 타입 DSL 트리거를 설정합니다.
+ - 대화 흐름을 위한 채팅 API를 추가했습니다.
+ - 잠금 백엔드를 재정의 가능하도록 만듭니다.
+ - Flow DSL 메타데이터에서 FlowDefinition을 빌드합니다.
+ - 네이티브 Snowflake Cortex LLM 공급자를 추가했습니다.
+ - 훈련된 에이전트 파일 지원을 추가했습니다.
+
+ ### 버그 수정
+ - 복원 시 사용자 정의 BaseLLM을 구체적인 LLM으로 재구성하도록 체크포인트를 수정했습니다.
+ - 라이브 스냅샷이 재개로 재생되지 않도록 플래그를 사용하여 복원을 제한합니다.
+ - 실행마다 런타임 상태의 범위를 설정하여 성장을 제한하고 동시 실행을 격리합니다.
+ - crewai-login에서 텔레메트리 설정을 수정했습니다.
+ - 메서드 실행 이벤트에 대해 suppress_flow_events를 존중합니다.
+ - uv 도구 설치를 위해 crewai 패키지에서 [project.scripts]를 복원합니다.
+ - aiohttp, docling 및 docling-core에 대한 pip-audit CVE를 해결합니다.
+ - 파일 입력이 신뢰할 수 없게 작동하는 문제를 수정했습니다.
+ - Snowflake Claude의 불완전한 도구 결과 기록을 수정했습니다.
+
+ ### 문서
+ - v1.14.7에 대한 변경 로그 및 버전을 업데이트했습니다.
+ - OpenTelemetry 수집기 문서를 업데이트했습니다.
+ - NVIDIA Nemotron LLM 가이드를 업데이트했습니다.
+ - Databricks 통합 가이드를 추가했습니다.
+ - Snowflake 통합 가이드를 추가했습니다.
+
+ ### 성능
+ - docling 가져오기를 지연 로딩하여 crewai 가져오기 속도를 개선했습니다.
+
+ ### 리팩토링
+ - 흐름 조건 평가를 이벤트별로 상태 비저장으로 단순화했습니다.
+ - 대화 논리를 런타임에서 분리하고 conversational_definition을 추가했습니다.
+ - `flow.py`를 DSL, 정의 및 런타임으로 분리했습니다.
+
+ ## 기여자
+
+ @Luzk, @alex-clawd, @devin-ai-integration[bot], @greysonlalonde, @gvieira, @jessemiller, @lorenzejay, @lucasgomide, @mattatcha, @vinibrsl
+
+
+
## v1.14.7rc2
diff --git a/docs/pt-BR/changelog.mdx b/docs/pt-BR/changelog.mdx
index 6f57d7e00..5fcbd8920 100644
--- a/docs/pt-BR/changelog.mdx
+++ b/docs/pt-BR/changelog.mdx
@@ -4,6 +4,55 @@ description: "Atualizações de produto, melhorias e correções do CrewAI"
icon: "clock"
mode: "wide"
---
+
+ ## v1.14.7
+
+ [Ver release no GitHub](https://github.com/crewAIInc/crewAI/releases/tag/1.14.7)
+
+ ## O que Mudou
+
+ ### Recursos
+ - Adicionar backends padrão plugáveis para memória, conhecimento, rag e fluxo.
+ - Exibir o verdadeiro finish_reason, parâmetros de amostragem e response.id em eventos LLM.
+ - Tipar os gatilhos DSL como decoradores cientes de rotas.
+ - Adicionar API de chat para fluxos de conversa.
+ - Tornar o backend de bloqueio substituível.
+ - Construir FlowDefinition a partir de metadados Flow DSL.
+ - Adicionar provedor nativo Snowflake Cortex LLM.
+ - Adicionar suporte a arquivos de agentes treinados pela equipe.
+
+ ### Correções de Bugs
+ - Corrigir checkpoint para reconstruir BaseLLM personalizado como LLM concreto na restauração.
+ - Controlar a restauração com uma flag para evitar que snapshots ao vivo sejam reproduzidos como retomar.
+ - Escopar o estado de execução por execução para limitar o crescimento e isolar execuções concorrentes.
+ - Corrigir configuração de telemetria no crewai-login.
+ - Respeitar suppress_flow_events para eventos de execução de método.
+ - Restaurar [project.scripts] no pacote crewai para instalação da ferramenta uv.
+ - Resolver CVEs de pip-audit para aiohttp, docling e docling-core.
+ - Corrigir entrada de arquivo que não estava funcionando de forma confiável.
+ - Corrigir histórias de resultados de ferramentas incompletas do Snowflake Claude.
+
+ ### Documentação
+ - Atualizar changelog e versão para v1.14.7.
+ - Atualizar documentação do coletor OpenTelemetry.
+ - Atualizar guia do LLM NVIDIA Nemotron.
+ - Adicionar guia de integração do Databricks.
+ - Adicionar guia de integração do Snowflake.
+
+ ### Desempenho
+ - Melhorar a velocidade de importação do crewai através do carregamento preguiçoso de imports do docling.
+
+ ### Refatoração
+ - Simplificar a avaliação de condições de fluxo para ser sem estado por evento.
+ - Desacoplar a lógica de conversa da execução e adicionar uma conversational_definition.
+ - Dividir `flow.py` em DSL, definição e execução.
+
+ ## Contribuidores
+
+ @Luzk, @alex-clawd, @devin-ai-integration[bot], @greysonlalonde, @gvieira, @jessemiller, @lorenzejay, @lucasgomide, @mattatcha, @vinibrsl
+
+
+
## v1.14.7rc2