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: Agent harness for planning, subagents, and file-system context, available as Managed Deep Agents or the Deep Agents SDK

Open Graph Description: Agent harness for planning, subagents, and file-system context, available as Managed Deep Agents or the Deep Agents SDK

X Description: Agent harness for planning, subagents, and file-system context, available as Managed Deep Agents or the Deep Agents SDK

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

Generator: Mintlify

direct link

Domain: docs.langchain.com

Hey, it has json ld scripts: 
{"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://docs.langchain.com/#organization","name":"Docs by LangChain","url":"https://docs.langchain.com","logo":{"@type":"ImageObject","url":"https://mintcdn.com/langchain-5e9cc07a/nQm-sjd_MByLhgeW/images/brand/langchain-docs-dark-blue.png?fit=max&auto=format&n=nQm-sjd_MByLhgeW&q=85&s=5babf1a1962208fd7eed942fa2432ecb"}},{"@type":"WebSite","@id":"https://docs.langchain.com#website","name":"Docs by LangChain","url":"https://docs.langchain.com","publisher":{"@id":"https://docs.langchain.com/#organization"}},{"@type":"WebPage","@id":"https://docs.langchain.com/oss/python/deepagents/overview#webpage","url":"https://docs.langchain.com/oss/python/deepagents/overview","name":"Deep Agents overview","description":"Agent harness for planning, subagents, and file-system context, available as Managed Deep Agents or the Deep Agents SDK","dateModified":"2026-11-02T15:18:34.640Z","isPartOf":{"@id":"https://docs.langchain.com#website"}},{"@type":["Article","TechArticle"],"@id":"https://docs.langchain.com/oss/python/deepagents/overview#article","headline":"Deep Agents overview","name":"Deep Agents overview","description":"Agent harness for planning, subagents, and file-system context, available as Managed Deep Agents or the Deep Agents SDK","url":"https://docs.langchain.com/oss/python/deepagents/overview","mainEntityOfPage":{"@id":"https://docs.langchain.com/oss/python/deepagents/overview#webpage"},"dateModified":"2026-11-02T15:18:34.640Z","publisher":{"@id":"https://docs.langchain.com/#organization"},"isPartOf":{"@id":"https://docs.langchain.com#website"}}]}
application-nameDocs by LangChain
og:site_nameDocs by LangChain
og:typewebsite
og:imagehttps://langchain-5e9cc07a.mintlify.app/_mintlify/api/og/v2?division=Documentation&title=Deep+Agents+overview&description=Agent+harness+for+planning,+subagents,+and+file-system+context,+available+as+Managed+Deep+Agents+or+the+Deep+Agents+SDK&theme=5f787871cd9e0fc0371614e6&signature=887bf31360e6897a151f1aa628072db79bb018c862e9c47822f12b2ca5180744
og:image:width1200
og:image:height630
twitter:cardsummary_large_image
twitter:imagehttps://langchain-5e9cc07a.mintlify.app/_mintlify/api/og/v2?division=Documentation&title=Deep+Agents+overview&description=Agent+harness+for+planning,+subagents,+and+file-system+context,+available+as+Managed+Deep+Agents+or+the+Deep+Agents+SDK&theme=5f787871cd9e0fc0371614e6&signature=887bf31360e6897a151f1aa628072db79bb018c862e9c47822f12b2ca5180744
twitter:image:width1200
twitter:image:height630
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

Links:

/llms.txthttps://docs.langchain.com/llms.txt
Skip to main contenthttps://docs.langchain.com/oss/python/deepagents/#content-area
Get early bird pricing nowhttps://interrupt.langchain.com/
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
Managed Deep Agentshttps://docs.langchain.com/langsmith/python/managed-deep-agents-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
OpenWikihttps://docs.langchain.com/oss/openwiki/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
Changeloghttps://docs.langchain.com/oss/python/releases/changelog
Managed Deep AgentsBETAhttps://docs.langchain.com/langsmith/python/managed-deep-agents-overview
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
Browser usehttps://docs.langchain.com/oss/python/deepagents/browser-use
InterpretersBetahttps://docs.langchain.com/oss/python/deepagents/interpreters
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
Retrievalhttps://docs.langchain.com/oss/python/deepagents/retrieval
Context engineeringhttps://docs.langchain.com/oss/python/deepagents/context-engineering
ProfilesBetahttps://docs.langchain.com/oss/python/deepagents/profiles
OpenWikihttps://docs.langchain.com/oss/openwiki/overview
Subagentshttps://docs.langchain.com/oss/python/deepagents/subagents
Dynamic subagentsBetahttps://docs.langchain.com/oss/python/deepagents/dynamic-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/langchain/middleware/overview
Prebuilt middlewarehttps://docs.langchain.com/oss/python/langchain/middleware/built-in
Custom middlewarehttps://docs.langchain.com/oss/python/langchain/middleware/custom
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
AG-UIhttps://docs.langchain.com/oss/python/deepagents/ag-ui
Choose how to run Deep Agentshttps://docs.langchain.com/oss/python/deepagents/#choose-how-to-run-deep-agents
Self-host with the SDKhttps://docs.langchain.com/oss/python/deepagents/#self-host-with-the-sdk
Try ithttps://docs.langchain.com/oss/python/deepagents/#try-it
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
agent harnesshttps://docs.langchain.com/oss/python/concepts/products#agent-harnesses-like-the-deep-agents-sdk
Managed Deep Agentshttps://docs.langchain.com/langsmith/python/managed-deep-agents-overview
Deep Agents SDKhttps://docs.langchain.com/oss/python/deepagents/#self-host-with-the-sdk
LangSmith Deploymenthttps://docs.langchain.com/langsmith/deployment
​https://docs.langchain.com/oss/python/deepagents/#choose-how-to-run-deep-agents
task planninghttps://docs.langchain.com/oss/python/deepagents/#task-planning
skillshttps://docs.langchain.com/oss/python/deepagents/#skills
Core capabilitieshttps://docs.langchain.com/oss/python/deepagents/#core-capabilities
​https://docs.langchain.com/oss/python/deepagents/#self-host-with-the-sdk
backendhttps://docs.langchain.com/oss/python/deepagents/backends
LangSmith Deploymenthttps://docs.langchain.com/langsmith/deployment
Managed Deep Agentshttps://docs.langchain.com/langsmith/python/managed-deep-agents-overview
​https://docs.langchain.com/oss/python/deepagents/#try-it
​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
​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
Deep Agents stackhttps://docs.langchain.com/oss/python/deepagents/customization#deep-agents-stack
Running without subagentshttps://docs.langchain.com/oss/python/deepagents/subagents#running-without-subagents
FilesystemMiddlewarehttps://reference.langchain.com/python/deepagents/middleware/filesystem/FilesystemMiddleware
FilesystemMiddlewarehttps://reference.langchain.com/python/deepagents/middleware/filesystem/FilesystemMiddleware
Override a default middleware instancehttps://docs.langchain.com/oss/python/deepagents/customization#override-a-default-middleware-instance
backendshttps://docs.langchain.com/oss/python/deepagents/backends
OpenWikihttps://docs.langchain.com/oss/openwiki/overview
​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
OpenWikihttps://docs.langchain.com/oss/openwiki/overview
​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
​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
Todo listhttps://docs.langchain.com/oss/python/deepagents/frontend/todo-list
TodoListMiddlewarehttps://reference.langchain.com/python/langchain/agents/middleware/todo/TodoListMiddleware
To-do listhttps://docs.langchain.com/oss/python/langchain/middleware/built-in#to-do-list
​https://docs.langchain.com/oss/python/deepagents/#subagents
async subagentshttps://docs.langchain.com/oss/python/deepagents/async-subagents
Forked subagentshttps://docs.langchain.com/oss/python/deepagents/subagents#forked-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
Subagentshttps://docs.langchain.com/oss/python/deepagents/subagents
Running without subagentshttps://docs.langchain.com/oss/python/deepagents/subagents#running-without-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.