René's URL Explorer Experiment


Title: Deep Agents overview - Docs by LangChain

Open Graph Title: Deep Agents overview - Docs by LangChain

X Title: Deep Agents overview - Docs by LangChain

Description: Build agents that can plan, use subagents, and leverage file systems for complex tasks

Open Graph Description: Build agents that can plan, use subagents, and leverage file systems for complex tasks

X Description: Build agents that can plan, use subagents, and leverage file systems for complex tasks

Opengraph URL: https://docs.langchain.com/oss/python/deepagents/overview

Generator: Mintlify

direct link

Domain: docs.langchain.com

application-nameDocs by LangChain
msapplication-config/mintlify-assets/_mintlify/favicons/langchain-5e9cc07a/YSQua9Gt91yRswvJ/_generated/favicon/browserconfig.xml
apple-mobile-web-app-titleDocs by LangChain
msapplication-TileColor#161F34
google-site-verification9_2KHeJwmEdwgncBRk1MsKxriZz7Sc21EJdbfCxkTEo
og:site_nameDocs by LangChain
og:imagehttps://langchain-5e9cc07a.mintlify.app/mintlify-assets/_next/image?url=/_mintlify/api/og?division=Documentation&appearance=system&title=Deep+Agents+overview&description=Build+agents+that+can+plan%2C+use+subagents%2C+and+leverage+file+systems+for+complex+tasks&logoLight=https%3A%2F%2Fmintcdn.com%2Flangchain-5e9cc07a%2FnQm-sjd_MByLhgeW%2Fimages%2Fbrand%2Flangchain-docs-dark-blue.png%3Ffit%3Dmax%26auto%3Dformat%26n%3DnQm-sjd_MByLhgeW%26q%3D85%26s%3D5babf1a1962208fd7eed942fa2432ecb&logoDark=https%3A%2F%2Fmintcdn.com%2Flangchain-5e9cc07a%2FnQm-sjd_MByLhgeW%2Fimages%2Fbrand%2Flangchain-docs-light-blue.png%3Ffit%3Dmax%26auto%3Dformat%26n%3DnQm-sjd_MByLhgeW%26q%3D85%26s%3D0bcd2a1f2599ed228bcedf0f535b45b1&primaryColor=%23161F34&lightColor=%237FC8FF&darkColor=%23006DDD&backgroundLight=%23FFFFFF&backgroundDark=%23030710&w=1200&q=100
og:image:width1200
og:image:height630
og:typewebsite
twitter:cardsummary_large_image
twitter:imagehttps://langchain-5e9cc07a.mintlify.app/mintlify-assets/_next/image?url=/_mintlify/api/og?division=Documentation&appearance=system&title=Deep+Agents+overview&description=Build+agents+that+can+plan%2C+use+subagents%2C+and+leverage+file+systems+for+complex+tasks&logoLight=https%3A%2F%2Fmintcdn.com%2Flangchain-5e9cc07a%2FnQm-sjd_MByLhgeW%2Fimages%2Fbrand%2Flangchain-docs-dark-blue.png%3Ffit%3Dmax%26auto%3Dformat%26n%3DnQm-sjd_MByLhgeW%26q%3D85%26s%3D5babf1a1962208fd7eed942fa2432ecb&logoDark=https%3A%2F%2Fmintcdn.com%2Flangchain-5e9cc07a%2FnQm-sjd_MByLhgeW%2Fimages%2Fbrand%2Flangchain-docs-light-blue.png%3Ffit%3Dmax%26auto%3Dformat%26n%3DnQm-sjd_MByLhgeW%26q%3D85%26s%3D0bcd2a1f2599ed228bcedf0f535b45b1&primaryColor=%23161F34&lightColor=%237FC8FF&darkColor=%23006DDD&backgroundLight=%23FFFFFF&backgroundDark=%23030710&w=1200&q=100
twitter:image:width1200
twitter:image:height630

Links:

/llms.txthttps://docs.langchain.com/llms.txt
Skip to main contenthttps://docs.langchain.com/oss/python/deepagents#content-area
RSVP todayhttps://events.langchain.com/ama-series/build-more-with-langsmith/
Docs by LangChain home pagehttps://docs.langchain.com/
Ask AIhttps://chat.langchain.com/
GitHubhttps://github.com/langchain-ai
Try LangSmithhttps://smith.langchain.com/
Try LangSmithhttps://smith.langchain.com/
Overviewhttps://docs.langchain.com/build-overview
Deep Agentshttps://docs.langchain.com/oss/python/deepagents/overview
LangChainhttps://docs.langchain.com/oss/python/langchain/overview
LangGraphhttps://docs.langchain.com/oss/python/langgraph/overview
Integrationshttps://docs.langchain.com/oss/python/integrations/providers/overview
Learnhttps://docs.langchain.com/oss/python/learn
Referencehttps://docs.langchain.com/oss/python/reference/overview
Contributehttps://docs.langchain.com/oss/python/contributing/overview
Overviewhttps://docs.langchain.com/oss/python/deepagents/overview
Quickstarthttps://docs.langchain.com/oss/python/deepagents/quickstart
Customizationhttps://docs.langchain.com/oss/python/deepagents/customization
Modelshttps://docs.langchain.com/oss/python/deepagents/models
Comparison with Claude Agent SDKhttps://docs.langchain.com/oss/python/deepagents/comparison
Deep Agents Codehttps://docs.langchain.com/oss/python/deepagents/code/overview
Changeloghttps://docs.langchain.com/oss/python/releases/changelog
Managed Deep AgentsBETAhttps://docs.langchain.com/langsmith/managed-deep-agents-overview
Going to productionhttps://docs.langchain.com/oss/python/deepagents/going-to-production
Toolshttps://docs.langchain.com/oss/python/deepagents/tools
Backendshttps://docs.langchain.com/oss/python/deepagents/backends
Permissionshttps://docs.langchain.com/oss/python/deepagents/permissions
Multimodalityhttps://docs.langchain.com/oss/python/deepagents/multimodal
Sandboxeshttps://docs.langchain.com/oss/python/deepagents/sandboxes
Event streamingBetahttps://docs.langchain.com/oss/python/deepagents/event-streaming
Streaminghttps://docs.langchain.com/oss/python/deepagents/streaming
Skillshttps://docs.langchain.com/oss/python/deepagents/skills
Memoryhttps://docs.langchain.com/oss/python/deepagents/memory
Context engineeringhttps://docs.langchain.com/oss/python/deepagents/context-engineering
ProfilesBetahttps://docs.langchain.com/oss/python/deepagents/profiles
Subagentshttps://docs.langchain.com/oss/python/deepagents/subagents
Async subagentshttps://docs.langchain.com/oss/python/deepagents/async-subagents
Human-in-the-loophttps://docs.langchain.com/oss/python/deepagents/human-in-the-loop
Grading rubricsBetahttps://docs.langchain.com/oss/python/deepagents/rubric
Overviewhttps://docs.langchain.com/oss/python/deepagents/frontend/overview
Agent Client Protocol (ACP)https://docs.langchain.com/oss/python/deepagents/acp
MCP with LangChainhttps://docs.langchain.com/oss/python/langchain/mcp
A2A with LangSmithhttps://docs.langchain.com/langsmith/server-a2a
Quickstarthttps://docs.langchain.com/oss/python/deepagents#quickstart
Core capabilitieshttps://docs.langchain.com/oss/python/deepagents#core-capabilities
Execution environmenthttps://docs.langchain.com/oss/python/deepagents#execution-environment
Tools and MCPhttps://docs.langchain.com/oss/python/deepagents#tools-and-mcp
Virtual filesystem accesshttps://docs.langchain.com/oss/python/deepagents#virtual-filesystem-access
Filesystem permissionshttps://docs.langchain.com/oss/python/deepagents#filesystem-permissions
Code executionhttps://docs.langchain.com/oss/python/deepagents#code-execution
Streaminghttps://docs.langchain.com/oss/python/deepagents#streaming
Context managementhttps://docs.langchain.com/oss/python/deepagents#context-management
Skillshttps://docs.langchain.com/oss/python/deepagents#skills
Memoryhttps://docs.langchain.com/oss/python/deepagents#memory
Summarization and context offloadinghttps://docs.langchain.com/oss/python/deepagents#summarization-and-context-offloading
Prompt cachinghttps://docs.langchain.com/oss/python/deepagents#prompt-caching
Delegationhttps://docs.langchain.com/oss/python/deepagents#delegation
Task planninghttps://docs.langchain.com/oss/python/deepagents#task-planning
Subagentshttps://docs.langchain.com/oss/python/deepagents#subagents
Steeringhttps://docs.langchain.com/oss/python/deepagents#steering
Human-in-the-loophttps://docs.langchain.com/oss/python/deepagents#human-in-the-loop
Get startedhttps://docs.langchain.com/oss/python/deepagents#get-started
Core capabilitieshttps://docs.langchain.com/oss/python/deepagents#core-capabilities
​https://docs.langchain.com/oss/python/deepagents#quickstart
Quickstarthttps://docs.langchain.com/oss/python/deepagents/quickstart
Customization guidehttps://docs.langchain.com/oss/python/deepagents/customization
LangSmithhttps://smith.langchain.com?utm_source=docs&utm_medium=cta&utm_campaign=langsmith-signup&utm_content=oss-deepagents-overview
observability quickstarthttps://docs.langchain.com/langsmith/observability-quickstart
Going to productionhttps://docs.langchain.com/oss/python/deepagents/going-to-production
​https://docs.langchain.com/oss/python/deepagents#core-capabilities
“agent harness”https://docs.langchain.com/oss/python/concepts/products#agent-harnesses-like-the-deep-agents-sdk
deepagentshttps://pypi.org/project/deepagents/
LangChainhttps://docs.langchain.com/oss/python/langchain
LangGraphhttps://docs.langchain.com/oss/python/langgraph
LangChainhttps://docs.langchain.com/oss/python/langchain
Frameworks, runtimes, and harnesseshttps://docs.langchain.com/oss/python/concepts/products
Deep Agents vs. Claude Agent SDKhttps://docs.langchain.com/oss/python/deepagents/comparison
create_agenthttps://docs.langchain.com/oss/python/langchain/agents
LangGraphhttps://docs.langchain.com/oss/python/langgraph/overview
​https://docs.langchain.com/oss/python/deepagents#execution-environment
Toolshttps://docs.langchain.com/oss/python/deepagents#tools-and-mcp
Virtual filesystemhttps://docs.langchain.com/oss/python/deepagents#virtual-filesystem-access
Filesystem permissionshttps://docs.langchain.com/oss/python/deepagents#filesystem-permissions
Code executionhttps://docs.langchain.com/oss/python/deepagents#code-execution
Streaminghttps://docs.langchain.com/oss/python/deepagents#streaming
​https://docs.langchain.com/oss/python/deepagents#tools-and-mcp
MCP serverhttps://docs.langchain.com/oss/python/deepagents/tools#mcp-tools
Model Context Protocol (MCP)https://docs.langchain.com/oss/python/langchain/mcp
Toolshttps://docs.langchain.com/oss/python/deepagents/tools
​https://docs.langchain.com/oss/python/deepagents#virtual-filesystem-access
pluggable backendshttps://docs.langchain.com/oss/python/deepagents/backends
permission ruleshttps://docs.langchain.com/oss/python/deepagents/permissions
sandbox backendshttps://docs.langchain.com/oss/python/deepagents/sandboxes
Imagehttps://docs.langchain.com/oss/python/langchain/messages#multimodal
Videohttps://docs.langchain.com/oss/python/langchain/messages#multimodal
Audiohttps://docs.langchain.com/oss/python/langchain/messages#multimodal
Filehttps://docs.langchain.com/oss/python/langchain/messages#multimodal
harness profilehttps://docs.langchain.com/oss/python/deepagents/profiles#harness-profiles
FilesystemMiddlewarehttps://reference.langchain.com/python/deepagents/middleware/filesystem/FilesystemMiddleware
default middleware stackhttps://docs.langchain.com/oss/python/deepagents/customization#default-stack-main-agent
Running without subagentshttps://docs.langchain.com/oss/python/deepagents/subagents#running-without-subagents
backendshttps://docs.langchain.com/oss/python/deepagents/backends
​https://docs.langchain.com/oss/python/deepagents#filesystem-permissions
sandbox backendshttps://docs.langchain.com/oss/python/deepagents/sandboxes
backend policy hookshttps://docs.langchain.com/oss/python/deepagents/backends#add-policy-hooks
Permissionshttps://docs.langchain.com/oss/python/deepagents/permissions
​https://docs.langchain.com/oss/python/deepagents#code-execution
Sandbox backendshttps://docs.langchain.com/oss/python/deepagents/sandboxes
Interpretershttps://docs.langchain.com/oss/python/deepagents/interpreters
Sandboxeshttps://docs.langchain.com/oss/python/deepagents/sandboxes
Interpretershttps://docs.langchain.com/oss/python/deepagents/interpreters
​https://docs.langchain.com/oss/python/deepagents#streaming
Event streaminghttps://docs.langchain.com/oss/python/deepagents/event-streaming
​https://docs.langchain.com/oss/python/deepagents#context-management
Skillshttps://docs.langchain.com/oss/python/deepagents#skills
Memoryhttps://docs.langchain.com/oss/python/deepagents#memory
Summarization and context offloadinghttps://docs.langchain.com/oss/python/deepagents#summarization-and-context-offloading
Prompt cachinghttps://docs.langchain.com/oss/python/deepagents#prompt-caching
​https://docs.langchain.com/oss/python/deepagents#skills
Agent Skills standardhttps://agentskills.io/
Skillshttps://docs.langchain.com/oss/python/deepagents/skills
​https://docs.langchain.com/oss/python/deepagents#memory
AGENTS.md fileshttps://agents.md/
Memoryhttps://docs.langchain.com/oss/python/deepagents/customization#memory
​https://docs.langchain.com/oss/python/deepagents#summarization-and-context-offloading
Delegationhttps://docs.langchain.com/oss/python/deepagents#delegation
Context engineeringhttps://docs.langchain.com/oss/python/deepagents/context-engineering
Multimodalhttps://docs.langchain.com/oss/python/deepagents/multimodal
​https://docs.langchain.com/oss/python/deepagents#prompt-caching
Middleware integrationshttps://docs.langchain.com/oss/python/integrations/middleware#official-integrations
​https://docs.langchain.com/oss/python/deepagents#delegation
Task planninghttps://docs.langchain.com/oss/python/deepagents#task-planning
Subagentshttps://docs.langchain.com/oss/python/deepagents#subagents
​https://docs.langchain.com/oss/python/deepagents#task-planning
​https://docs.langchain.com/oss/python/deepagents#subagents
default general-purpose subagenthttps://docs.langchain.com/oss/python/deepagents/subagents#default-subagent
custom subagentshttps://docs.langchain.com/oss/python/deepagents/subagents#custom-subagents
Running without subagentshttps://docs.langchain.com/oss/python/deepagents/subagents#running-without-subagents
SubAgentMiddlewarehttps://reference.langchain.com/python/deepagents/middleware/subagents/SubAgentMiddleware
harness profilehttps://docs.langchain.com/oss/python/deepagents/profiles#harness-profiles
default middleware stackhttps://docs.langchain.com/oss/python/deepagents/customization#default-stack-main-agent
Subagentshttps://docs.langchain.com/oss/python/deepagents/subagents
​https://docs.langchain.com/oss/python/deepagents#steering
​https://docs.langchain.com/oss/python/deepagents#human-in-the-loop
Human-in-the-loophttps://docs.langchain.com/oss/python/deepagents/human-in-the-loop
​https://docs.langchain.com/oss/python/deepagents#get-started
Connect these docshttps://docs.langchain.com/use-these-docs
Edit this page on GitHubhttps://github.com/langchain-ai/docs/edit/main/src/oss/deepagents/overview.mdx
file an issuehttps://github.com/langchain-ai/docs/issues/new/choose
QuickstartNexthttps://docs.langchain.com/oss/python/deepagents/quickstart
Docs by LangChain home pagehttps://docs.langchain.com/
githubhttps://github.com/langchain-ai
xhttps://x.com/LangChain
linkedinhttps://www.linkedin.com/company/langchain
youtubehttps://www.youtube.com/@LangChain
Forumhttps://forum.langchain.com/
Changeloghttps://changelog.langchain.com/
LangChain Academyhttps://academy.langchain.com/
Contact Saleshttps://www.langchain.com/contact-sales
Homehttps://langchain.com/
Trust Centerhttps://trust.langchain.com/
Careershttps://langchain.com/careers
Bloghttps://blog.langchain.com/
githubhttps://github.com/langchain-ai
xhttps://x.com/LangChain
linkedinhttps://www.linkedin.com/company/langchain
youtubehttps://www.youtube.com/@LangChain

Viewport: width=device-width, initial-scale=1, viewport-fit=cover

URLs of crawlers that visited me.