langgraph-agent-toolkit

Start and configure

  • Run your first agent
  • Application Onboarding
  • Installation Options
  • Environment Setup
  • Usage Guide

Agents and integrations

  • Choose an agent integration
  • MCP tools
  • Optional tool selection
  • Deep Agents
  • Langfuse compatibility
  • Langfuse service upgrade
  • Phoenix observability

Deploy and upgrade

  • Deployment and Recovery
  • Connections and High Traffic
  • Migrate to the current release
  • Dependency update review
  • October 2026 dependency releases
  • Related projects and source review

Python API reference

  • API Reference
    • langgraph_agent_toolkit package
      • Subpackages
        • langgraph_agent_toolkit.agents package
        • langgraph_agent_toolkit.client package
        • langgraph_agent_toolkit.core package
        • langgraph_agent_toolkit.helper package
        • langgraph_agent_toolkit.schema package
        • langgraph_agent_toolkit.service package
        • langgraph_agent_toolkit.ui package
      • Submodules

Develop and verify

  • Contributing
  • Testing
  • API load tests
  • Local pressure-test results: 2026-09-12
  • Real LLM verification
langgraph-agent-toolkit
  • API Reference
  • langgraph_agent_toolkit package
  • langgraph_agent_toolkit.ui package
  • langgraph_agent_toolkit.ui.components package
  • Edit on GitHub

langgraph_agent_toolkit.ui.components package

Reusable Streamlit sidebar and message components.

Submodules

  • langgraph_agent_toolkit.ui.components.draw_message module
    • draw_messages()
  • langgraph_agent_toolkit.ui.components.elicitation module
    • has_mcp_interrupts()
    • render_elicitation()
  • langgraph_agent_toolkit.ui.components.side_panel module
    • build_chat_url()
    • side_panel_component()
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