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langgraph/docs/mkdocs.yml
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YAML

site_name: "LangGraph"
site_description: Build reliable, stateful AI systems, without giving up control
site_url: https://langchain-ai.github.io/langgraph/
repo_url: https://github.com/langchain-ai/langgraph
edit_uri: edit/main/docs/docs/
theme:
name: material
custom_dir: overrides
logo_dark_mode: static/wordmark_light.svg
logo_light_mode: static/wordmark_dark.svg
favicon: static/favicon.png
icon:
repo: fontawesome/brands/git-alt
features:
- announce.dismiss
- content.code.annotate
- content.code.copy
- content.code.select
- content.tabs.link
- content.action.edit
- content.tooltips
- navigation.indexes
- navigation.footer
- navigation.instant
- navigation.sections
- navigation.instant.prefetch
- navigation.instant.progress
- navigation.path
- navigation.tabs
- navigation.top
- navigation.prune
- navigation.tracking
- search.highlight
- search.share
- search.suggest
palette:
- scheme: default
primary: white
accent: gray
toggle:
icon: material/brightness-7
name: Switch to dark mode
- scheme: slate
primary: grey
accent: white
toggle:
icon: material/brightness-4
name: Switch to light mode
font:
text: "Public Sans"
code: "Roboto Mono"
plugins:
- search:
separator: '[\s\u200b\-,:!=\[\]()"`/]+|\.(?!\d)|&[lg]t;'
- autorefs
- tags
- mkdocstrings:
custom_templates: templates
handlers:
python:
import:
- https://docs.python.org/3/objects.inv
- https://python.langchain.com/api_reference/objects.inv
options:
preload_modules:
- langchain
- langchain_core
enable_inventory: true
members_order: source
allow_inspection: true
heading_level: 2
show_bases: true
show_source: false
summary: true
inherited_members: true
selection:
docstring_style: google
docstring_section_style: table
show_root_toc_entry: false
show_signature: true
show_signature_annotations: true
separate_signature: true
line_length: 60
show_symbol_type_heading: true
show_symbol_type_toc: true
signature_crossrefs: true
options:
filters:
- "!^_"
nav:
- Guides:
- index.md
- Get started:
- Quickstart: agents/agents.md
- LangGraph basics:
- concepts/why-langgraph.md
- Build a basic chatbot: tutorials/get-started/1-build-basic-chatbot.md
- tutorials/get-started/2-add-tools.md
- tutorials/get-started/3-add-memory.md
- Add human-in-the-loop: tutorials/get-started/4-human-in-the-loop.md
- tutorials/get-started/5-customize-state.md
- tutorials/get-started/6-time-travel.md
- Deployment: tutorials/deployment.md
- Prebuilt agents:
- Overview: agents/overview.md
- agents/run_agents.md
- agents/streaming.md
- agents/models.md
- agents/tools.md
- agents/mcp.md
- agents/context.md
- agents/memory.md
- agents/human-in-the-loop.md
- agents/multi-agent.md
- agents/evals.md
- agents/deployment.md
- agents/ui.md
- LangGraph framework:
- Agent architectures:
- Overview: concepts/agentic_concepts.md
- Workflows & agents: tutorials/workflows.md
- Graphs:
- Overview: concepts/low_level.md
- Runtime overview: concepts/pregel.md
- Use the Graph API: how-tos/graph-api.ipynb
- Streaming:
- Overview: concepts/streaming.md
- "Stream outputs": how-tos/streaming.md
- Persistence:
- Overview: concepts/persistence.md
- concepts/durable_execution.md
- how-tos/persistence.ipynb
- Memory:
- Overview: concepts/memory.md
- Manage memory: how-tos/memory.ipynb
- Human-in-the-loop:
- Overview: concepts/human_in_the_loop.md
- how-tos/human_in_the_loop/add-human-in-the-loop.md
- Breakpoints:
- Overview: concepts/breakpoints.md
- how-tos/human_in_the_loop/breakpoints.ipynb
- Time travel:
- Overview: concepts/time-travel.md
- how-tos/human_in_the_loop/time-travel.ipynb
- Tools:
- Overview: concepts/tools.md
- how-tos/tool-calling.ipynb
- Subgraphs:
- Overview: concepts/subgraphs.md
- how-tos/subgraph.ipynb
- Multi-agent:
- Overview: concepts/multi_agent.md
- how-tos/multi_agent.ipynb
- Functional API:
- Overview: concepts/functional_api.md
- how-tos/use-functional-api.md
- LangGraph Platform:
- Overview: concepts/langgraph_platform.md
- Get started:
- Quickstart: tutorials/langgraph-platform/local-server.md
- Deployment quickstart: cloud/quick_start.md
- Components:
- Overview: concepts/langgraph_components.md
- LangGraph Server:
- Overview: concepts/langgraph_server.md
- Application structure:
- Overview: concepts/application_structure.md
- cloud/deployment/setup.md
- cloud/deployment/setup_pyproject.md
- cloud/deployment/setup_javascript.md
- cloud/deployment/custom_docker.md
- LangGraph CLI: concepts/langgraph_cli.md
- LangGraph Studio:
- Overview: concepts/langgraph_studio.md
- Quickstart: cloud/how-tos/studio/quick_start.md
- cloud/how-tos/invoke_studio.md
- cloud/how-tos/studio/manage_assistants.md
- cloud/how-tos/threads_studio.md
- cloud/how-tos/iterate_graph_studio.md
- cloud/how-tos/clone_traces_studio.md
- cloud/how-tos/datasets_studio.md
- LangGraph SDK: concepts/sdk.md
- Data management:
- Add semantic search: cloud/deployment/semantic_search.md
- Add TTLs: how-tos/ttl/configure_ttl.md
- Authentication & access control:
- Overview: concepts/auth.md
- how-tos/auth/custom_auth.md
- how-tos/auth/openapi_security.md
- Assistants:
- Overview: concepts/assistants.md
- cloud/how-tos/configuration_cloud.md
- Threads:
- Overview: cloud/concepts/threads.md
- cloud/how-tos/use_threads.md
- Runs:
- Overview: cloud/concepts/runs.md
- cloud/how-tos/background_run.md
- cloud/how-tos/same-thread.md
- cloud/how-tos/cron_jobs.md
- cloud/how-tos/stateless_runs.md
- cloud/how-tos/configurable_headers.md
- Streaming:
- Overview: cloud/concepts/streaming.md
- cloud/how-tos/streaming.md
- Human-in-the-loop: cloud/how-tos/add-human-in-the-loop.md
- Breakpoints: cloud/how-tos/human_in_the_loop_breakpoint.md
- Time travel: cloud/how-tos/human_in_the_loop_time_travel.md
- MCP: concepts/server-mcp.md
- Double-texting:
- Overview: concepts/double_texting.md
- cloud/how-tos/interrupt_concurrent.md
- cloud/how-tos/rollback_concurrent.md
- cloud/how-tos/reject_concurrent.md
- cloud/how-tos/enqueue_concurrent.md
- Webhooks:
- Overview: cloud/concepts/webhooks.md
- cloud/how-tos/webhooks.md
- Cron jobs:
- Overview: cloud/concepts/cron_jobs.md
- cloud/how-tos/cron_jobs.md
- Server customization:
- how-tos/http/custom_lifespan.md
- how-tos/http/custom_middleware.md
- how-tos/http/custom_routes.md
- Deployment:
- Overview: concepts/deployment_options.md
- Data plane: concepts/langgraph_data_plane.md
- Control plane: concepts/langgraph_control_plane.md
- Deployment options:
- Cloud SaaS:
- Overview: concepts/langgraph_cloud.md
- Deploy Cloud SaaS: cloud/deployment/cloud.md
- Self-Hosted Data Plane:
- Overview: concepts/langgraph_self_hosted_data_plane.md
- Deploy Self-Hosted Data Plane: cloud/deployment/self_hosted_data_plane.md
- Self-Hosted Control Plane:
- Overview: concepts/langgraph_self_hosted_control_plane.md
- Deploy Self-Hosted Control Plane: cloud/deployment/self_hosted_control_plane.md
- Standalone Container:
- Overview: concepts/langgraph_standalone_container.md
- Deploy Standalone Container: cloud/deployment/standalone_container.md
- Scalability & resilience: concepts/scalability_and_resilience.md
- Plans & pricing: concepts/plans.md
- Reference:
- reference/index.md
- LangGraph:
- Graphs: reference/graphs.md
- Functional API: reference/func.md
- Pregel: reference/pregel.md
- Checkpointing: reference/checkpoints.md
- Storage: reference/store.md
- Caching: reference/cache.md
- Types: reference/types.md
- Config: reference/config.md
- Errors: reference/errors.md
- Constants: reference/constants.md
- Channels: reference/channels.md
- Prebuilt:
- Agents: reference/agents.md
- Supervisor: reference/supervisor.md
- Swarm: reference/swarm.md
- MCP Adapters: reference/mcp.md
- LangGraph Platform:
- Server API: cloud/reference/api/api_ref.md
- CLI: cloud/reference/cli.md
- SDK (Python): cloud/reference/sdk/python_sdk_ref.md
- SDK (JS/TS): cloud/reference/sdk/js_ts_sdk_ref.md
- RemoteGraph: reference/remote_graph.md
- Environment variables: cloud/reference/env_var.md
- Examples:
- Agentic RAG: tutorials/rag/langgraph_agentic_rag.ipynb
- Agent Supervisor: tutorials/multi_agent/agent_supervisor.ipynb
- SQL agent: tutorials/sql-agent.ipynb
- Graph runs in LangSmith: how-tos/run-id-langsmith.ipynb
- LangGraph Platform:
- Authentication:
- tutorials/auth/getting_started.md
- tutorials/auth/resource_auth.md
- tutorials/auth/add_auth_server.md
- Rebuild graph at runtime: cloud/deployment/graph_rebuild.md
- Use RemoteGraph: how-tos/use-remote-graph.md
- Deploy CrewAI, AutoGen, and other frameworks: how-tos/autogen-langgraph-platform.ipynb
# combine with how-tos/autogen-integration.ipynb
- Front-end and generative UI:
- Integrate LangGraph into a React app: cloud/how-tos/use_stream_react.md
- Implement generative UI with LangGraph: cloud/how-tos/generative_ui_react.md
- Resources:
- concepts/faq.md
- Template applications: concepts/template_applications.md # TODO: make tutorial
- llms.txt: llms-txt-overview.md
- agents/prebuilt.md # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
- Troubleshooting:
- Errors:
- troubleshooting/errors/index.md
- troubleshooting/errors/GRAPH_RECURSION_LIMIT.md
- troubleshooting/errors/INVALID_CONCURRENT_GRAPH_UPDATE.md
- troubleshooting/errors/INVALID_GRAPH_NODE_RETURN_VALUE.md
- troubleshooting/errors/MULTIPLE_SUBGRAPHS.md
- troubleshooting/errors/INVALID_CHAT_HISTORY.md
- troubleshooting/errors/INVALID_LICENSE.md
- LangGraph Studio: troubleshooting/studio.md
- Learn:
- LangGraph Academy course: https://academy.langchain.com/courses/intro-to-langgraph
- Case studies: adopters.md
markdown_extensions:
- abbr
- admonition
- pymdownx.details
- attr_list
- def_list
- footnotes
- md_in_html
- pymdownx.superfences
- pymdownx.tabbed:
alternate_style: true
- toc:
permalink: true
- pymdownx.arithmatex:
generic: true
- pymdownx.betterem:
smart_enable: all
- pymdownx.caret
- pymdownx.details
- pymdownx.emoji:
emoji_generator: !!python/name:material.extensions.emoji.to_svg
emoji_index: !!python/name:material.extensions.emoji.twemoji
- pymdownx.highlight:
anchor_linenums: true
line_spans: __span
use_pygments: true
pygments_lang_class: true
- pymdownx.inlinehilite
- pymdownx.keys
- pymdownx.magiclink:
normalize_issue_symbols: true
repo_url_shorthand: true
user: langchain-ai
repo: langgraph
- pymdownx.mark
- pymdownx.smartsymbols
- pymdownx.snippets:
auto_append:
- includes/mkdocs.md
- pymdownx.superfences:
custom_fences:
- name: mermaid
class: mermaid
format: !!python/name:pymdownx.superfences.fence_code_format
- pymdownx.tabbed:
alternate_style: true
combine_header_slug: true
- pymdownx.tasklist:
custom_checkbox: true
- markdown_include.include:
base_path: ./
- github-callouts
hooks:
- _scripts/notebook_hooks.py
extra:
social:
- icon: fontawesome/brands/js
link: https://langchain-ai.github.io/langgraphjs/
- icon: fontawesome/brands/github
link: https://github.com/langchain-ai/langgraph
- icon: fontawesome/brands/twitter
link: https://twitter.com/LangChainAI
validation:
# https://www.mkdocs.org/user-guide/configuration/
# We are still raising for omitted files because they determine the breadcrumbs for pages.
omitted_files: info
absolute_links: warn
unrecognized_links: warn
anchors: warn
# this is needed to handle headers with anchors for nav
not_found: info
copyright: >
Copyright &copy; 2025 LangChain, Inc | <a href="#__consent">Consent Preferences</a>
extra_css:
- stylesheets/navigation_title_ovverides.css
- stylesheets/version_admonitions.css
- stylesheets/logos.css
- stylesheets/sticky_navigation.css
- stylesheets/agent_graph_widget.css