site_name: ""
site_description: Build language agents as graphs
site_url: https://langchain-ai.github.io/langgraph/
repo_url: https://github.com/langchain-ai/langgraph
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nav:
  - Home:
    - Introduction: index.md
    - Get started:
      - Learn the basics: tutorials/introduction.ipynb
      - Deployment:
        - tutorials/deployment.md
        - Local Deploy: tutorials/langgraph-platform/local-server.md
        - Template Applications: concepts/template_applications.md  # TODO: make tutorial
        - Cloud Deploy: cloud/quick_start.md
    - Guides:
      - How-to Guides:
        - how-tos/index.md
        - LangGraph:
          - LangGraph: how-tos#langgraph
          - Graph API Basics:
              - Graph API Basics: how-tos#graph-api-basics
              - how-tos/state-reducers.ipynb
              - how-tos/sequence.ipynb
              - how-tos/branching.ipynb
              - how-tos/recursion-limit.ipynb
              - how-tos/visualization.ipynb
          - Controllability:
              - Controllability: how-tos#controllability
              - how-tos/map-reduce.ipynb
              - how-tos/command.ipynb
              - how-tos/configuration.ipynb
              - how-tos/node-retries.ipynb
              - how-tos/return-when-recursion-limit-hits.ipynb
          - Persistence:
              - Persistence: how-tos#persistence
              - how-tos/persistence.ipynb
              - how-tos/subgraph-persistence.ipynb
              - how-tos/cross-thread-persistence.ipynb
              - how-tos/persistence_postgres.ipynb
              - how-tos/persistence_mongodb.ipynb
              - how-tos/persistence_redis.ipynb
              - how-tos/persistence-functional.ipynb
              - how-tos/cross-thread-persistence-functional.ipynb
          - Memory:
              - Memory: how-tos#memory
              - how-tos/memory/manage-conversation-history.ipynb
              - how-tos/memory/delete-messages.ipynb
              - how-tos/memory/add-summary-conversation-history.ipynb
              - how-tos/memory/semantic-search.ipynb
          - Human-in-the-loop:
              - Human-in-the-loop: how-tos#human-in-the-loop
              - how-tos/human_in_the_loop/breakpoints.ipynb
              - how-tos/human_in_the_loop/dynamic_breakpoints.ipynb
              - how-tos/human_in_the_loop/edit-graph-state.ipynb
              - how-tos/human_in_the_loop/wait-user-input.ipynb
              - how-tos/human_in_the_loop/time-travel.ipynb
              - how-tos/human_in_the_loop/review-tool-calls.ipynb
              - how-tos/wait-user-input-functional.ipynb
              - how-tos/review-tool-calls-functional.ipynb
          - Streaming:
              - Streaming: how-tos#streaming
              - how-tos/streaming.ipynb
              - how-tos/streaming-tokens.ipynb
              - how-tos/streaming-specific-nodes.ipynb
              - how-tos/streaming-events-from-within-tools.ipynb
              - how-tos/streaming-subgraphs.ipynb
              - how-tos/disable-streaming.ipynb
          - Tool calling:
              - Tool calling: how-tos#tool-calling
              - how-tos/tool-calling.ipynb
              - how-tos/tool-calling-errors.ipynb
              - how-tos/pass-run-time-values-to-tools.ipynb
              - how-tos/update-state-from-tools.ipynb
              - how-tos/pass-config-to-tools.ipynb
              - how-tos/many-tools.ipynb
          - Subgraphs:
              - Subgraphs: how-tos#subgraphs
              - how-tos/subgraph.ipynb
              - how-tos/subgraphs-manage-state.ipynb
              - how-tos/subgraph-transform-state.ipynb
          - Multi-agent:
              - Multi-agent: how-tos#multi-agent
              - how-tos/agent-handoffs.ipynb
              - how-tos/multi-agent-network.ipynb
              - how-tos/multi-agent-multi-turn-convo.ipynb
              - how-tos/multi-agent-network-functional.ipynb
              - how-tos/multi-agent-multi-turn-convo-functional.ipynb
          - State Management:
              - State Management: how-tos#state-management
              - how-tos/state-model.ipynb
              - how-tos/input_output_schema.ipynb
              - how-tos/pass_private_state.ipynb
          - Other:
              - Other: how-tos#other
              - how-tos/async.ipynb
              - how-tos/react-agent-structured-output.ipynb
              - how-tos/run-id-langsmith.ipynb
              - how-tos/autogen-integration.ipynb
              - how-tos/autogen-integration-functional.ipynb
          - Prebuilt ReAct Agent:
              - Prebuilt ReAct Agent: how-tos#prebuilt-react-agent
              - how-tos/create-react-agent.ipynb
              - how-tos/create-react-agent-memory.ipynb
              - how-tos/create-react-agent-system-prompt.ipynb
              - how-tos/create-react-agent-hitl.ipynb
              - how-tos/create-react-agent-structured-output.ipynb
              - how-tos/react-agent-from-scratch.ipynb
              - how-tos/react-agent-from-scratch-functional.ipynb
        - LangGraph Platform:
            - LangGraph Platform: how-tos#langgraph-platform
            - Application Structure:
                - Application Structure: how-tos#application-structure
                - cloud/deployment/setup.md
                - cloud/deployment/setup_pyproject.md
                - cloud/deployment/setup_javascript.md
                - cloud/deployment/semantic_search.md
                - cloud/deployment/custom_docker.md
                - cloud/deployment/test_locally.md
                - cloud/deployment/graph_rebuild.md
                - how-tos/autogen-langgraph-platform.ipynb
            - Deployment:
                - Deployment: how-tos#deployment
                - cloud/deployment/cloud.md
                - how-tos/deploy-self-hosted.md
                - how-tos/use-remote-graph.md
            - Authentication & Access Control:
                - Authentication & Access Control: how-tos#authentication-access-control
                - cloud/how-tos/auth/custom_auth_new.md
                - cloud/how-tos/auth/openapi_security_new.md
            - Assistants:
                - Assistants: how-tos#assistants
                - cloud/how-tos/configuration_cloud.md
                - cloud/how-tos/assistant_versioning.md
            - Threads:
                - Threads: how-tos#threads
                - cloud/how-tos/copy_threads.md
                - cloud/how-tos/check_thread_status.md
            - Runs:
                - Runs: how-tos#runs
                - cloud/how-tos/background_run.md
                - cloud/how-tos/same-thread.md
                - cloud/how-tos/cron_jobs.md
                - cloud/how-tos/stateless_runs.md
            - Streaming:
                - Streaming: how-tos#streaming_1
                - cloud/how-tos/stream_values.md
                - cloud/how-tos/stream_updates.md
                - cloud/how-tos/stream_messages.md
                - cloud/how-tos/stream_events.md
                - cloud/how-tos/stream_debug.md
                - cloud/how-tos/stream_multiple.md
                - cloud/how-tos/use_stream_react.md
            - Human-in-the-loop:
                - Human-in-the-loop: how-tos#human-in-the-loop_1
                - cloud/how-tos/human_in_the_loop_breakpoint.md
                - cloud/how-tos/human_in_the_loop_user_input.md
                - cloud/how-tos/human_in_the_loop_edit_state.md
                - cloud/how-tos/human_in_the_loop_time_travel.md
                - cloud/how-tos/human_in_the_loop_review_tool_calls.md
            - Double-texting:
                - Double-texting: how-tos#double-texting
                - 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:
                - cloud/how-tos/webhooks.md
            - Cron Jobs:
                - cloud/how-tos/cron_jobs.md
            - LangGraph Studio:
                - LangGraph Studio: how-tos#langgraph-studio
                - cloud/how-tos/test_deployment.md
                - cloud/how-tos/test_local_deployment.md
                - cloud/how-tos/invoke_studio.md
                - cloud/how-tos/threads_studio.md
                - cloud/how-tos/datasets_studio.md
      - Concepts:
        - concepts/index.md
        - LangGraph:
          - LangGraph: concepts#langgraph
          - concepts/high_level.md
          - concepts/low_level.md
          - concepts/agentic_concepts.md
          - concepts/multi_agent.md
          - concepts/breakpoints
          - concepts/human_in_the_loop.md
          - concepts/time-travel.md
          - concepts/persistence.md
          - concepts/memory.md
          - concepts/streaming.md
          - concepts/functional_api.md
          - concepts/durable_execution.md
          - concepts/pregel.md
        - LangGraph Platform:
          - LangGraph Platform: concepts#langgraph-platform
          - High Level:
            - High Level: concepts#high-level
            - concepts/langgraph_platform.md
            - concepts/deployment_options.md
            - concepts/plans.md
            - concepts/template_applications.md
          - Components:
            - Components: concepts#components
            - concepts/langgraph_server.md
            - concepts/langgraph_studio.md
            - concepts/langgraph_cli.md
            - concepts/sdk.md
            - how-tos/use-remote-graph.md
          - LangGraph Server:
            - LangGraph Server: concepts#langgraph-server
            - concepts/application_structure.md
            - concepts/assistants.md
            - concepts/double_texting.md
            - concepts/auth.md
          - Deployment Options:
            - Deployment Options: concepts#deployment-options
            - concepts/self_hosted.md
            - concepts/langgraph_cloud.md
            - concepts/bring_your_own_cloud.md
      - Tutorials:
        - tutorials/index.md
        - Quick Start:
          - Quick Start: tutorials#quick-start
          - tutorials/introduction.ipynb
          - tutorials/workflows/index.md
          - tutorials/langgraph-platform/local-server.md
          - cloud/quick_start.md
        - Chatbots:
            - Chatbots: tutorials#chatbots
            - tutorials/customer-support/customer-support.ipynb
            - tutorials/chatbots/information-gather-prompting.ipynb
            - tutorials/code_assistant/langgraph_code_assistant.ipynb
        - RAG:
            - RAG: tutorials#rag
            - tutorials/rag/langgraph_adaptive_rag.ipynb
            - tutorials/rag/langgraph_adaptive_rag_local.ipynb
            - tutorials/rag/langgraph_agentic_rag.ipynb
            - tutorials/rag/langgraph_crag.ipynb
            - tutorials/rag/langgraph_crag_local.ipynb
            - tutorials/rag/langgraph_self_rag.ipynb
            - tutorials/rag/langgraph_self_rag_local.ipynb
            - tutorials/sql-agent.ipynb
        - Agent Architectures:
            - Agent Architectures: tutorials#agent-architectures
            - Multi-Agent Systems:
                - Multi-Agent Systems: tutorials#multi-agent-systems
                - tutorials/multi_agent/multi-agent-collaboration.ipynb
                - tutorials/multi_agent/agent_supervisor.ipynb
                - tutorials/multi_agent/hierarchical_agent_teams.ipynb
            - Planning Agents:
                - Planning Agents: tutorials#planning-agents
                - tutorials/plan-and-execute/plan-and-execute.ipynb
                - tutorials/rewoo/rewoo.ipynb
                - tutorials/llm-compiler/LLMCompiler.ipynb
            - Reflection & Critique:
                - Reflection & Critique: tutorials#reflection-critique
                - tutorials/reflection/reflection.ipynb
                - tutorials/reflexion/reflexion.ipynb
                - tutorials/tot/tot.ipynb
                - tutorials/lats/lats.ipynb
                - tutorials/self-discover/self-discover.ipynb
        - Evaluation & Analysis:
            - Evaluation & Analysis: tutorials#evaluation
            - tutorials/chatbot-simulation-evaluation/agent-simulation-evaluation.ipynb
            - tutorials/chatbot-simulation-evaluation/langsmith-agent-simulation-evaluation.ipynb
        - Experimental:
            - Experimental: tutorials#experimental
            - tutorials/storm/storm.ipynb
            - tutorials/tnt-llm/tnt-llm.ipynb
            - tutorials/web-navigation/web_voyager.ipynb
            - tutorials/usaco/usaco.ipynb
            - tutorials/extraction/retries.ipynb
        - LangGraph Platform:
            - LangGraph Platform: concepts#langgraph-platform
            - tutorials/auth/getting_started.md
            - tutorials/auth/resource_auth.md
            - tutorials/auth/add_auth_server.md
    - Resources:
      # NOTE: prebuilt.md is auto-generated by `make build-prebuilt`
      - Prebuilt Agents: prebuilt.md
      - Adopters: adopters.md
      - FAQ: concepts/faq.md
      - Troubleshooting:
          - Troubleshooting: troubleshooting/errors/index.md
          - 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 Academy Course: https://academy.langchain.com/courses/intro-to-langgraph

  - API reference:
    - Library:
      - Graphs: reference/graphs.md
      - Checkpointing: reference/checkpoints.md
      - Storage: reference/store.md
      - Prebuilt components: reference/prebuilt.md
      - Channels: reference/channels.md
      - Errors: reference/errors.md
      - Types: reference/types.md
      - Constants: reference/constants.md
      - Pregel: reference/pregel.md
      - Config: reference/config.md
      - Functional API: reference/func.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"

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