# AG-Kit Documentation

> Complete Agent development solution with unified framework adaptation and end-to-end platform support

## Docs

- [Single Agent](https://docs.ag-kit.dev/ag-ui-ts/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/ag-ui-ts/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/ag-ui-ts/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/ag-ui-ts/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/ag-ui-ts/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/ag-ui-ts/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/ag-ui-ts/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/ag-ui-ts/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/ag-ui-ts/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/ag-ui-ts/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/ag-ui-ts/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/ag-ui-ts/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/ag-ui-ts/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/ag-ui-ts/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/ag-ui-ts/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/ag-ui-ts/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/ag-ui-ts/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/ag-ui-ts/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/ag-ui-ts/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/ag-ui-ts/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/ag-ui-ts/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/ag-ui-ts/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/ag-ui-ts/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/ag-ui-ts/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/ag-ui-ts/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/ag-ui-ts/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/ag-ui-ts/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/ag-ui-ts/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/ag-ui-ts/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/ag-ui-ts/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/ag-ui-ts/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/ag-ui-ts/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/ag-ui-ts/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/ag-ui-ts/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/ag-ui-ts/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/ag-ui-ts/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/ag-ui-ts/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/ag-ui-ts/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/ag-ui-ts/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/ag-ui-ts/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Single Agent](https://docs.ag-kit.dev/agkit-ts/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/agkit-ts/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/agkit-ts/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/agkit-ts/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/agkit-ts/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/agkit-ts/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/agkit-ts/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/agkit-ts/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/agkit-ts/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/agkit-ts/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/agkit-ts/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/agkit-ts/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/agkit-ts/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/agkit-ts/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/agkit-ts/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/agkit-ts/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/agkit-ts/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/agkit-ts/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/agkit-ts/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/agkit-ts/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/agkit-ts/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/agkit-ts/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/agkit-ts/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/agkit-ts/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/agkit-ts/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/agkit-ts/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/agkit-ts/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/agkit-ts/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/agkit-ts/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/agkit-ts/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/agkit-ts/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/agkit-ts/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/agkit-ts/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/agkit-ts/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/agkit-ts/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/agkit-ts/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/agkit-ts/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/agkit-ts/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/agkit-ts/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/agkit-ts/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Chat with Agent](https://docs.ag-kit.dev/api-reference/ai-agent/chat-with-agent.md)
- [Create Conversation](https://docs.ag-kit.dev/api-reference/ai-agent/create-conversation.md)
- [Get Agent Chat History](https://docs.ag-kit.dev/api-reference/ai-agent/get-agent-chat-history.md)
- [Get Agent Information](https://docs.ag-kit.dev/api-reference/ai-agent/get-agent-information.md)
- [Get Agent List](https://docs.ag-kit.dev/api-reference/ai-agent/get-agent-list.md)
- [Get Conversation List](https://docs.ag-kit.dev/api-reference/ai-agent/get-conversation-list.md)
- [Get Recommended Questions](https://docs.ag-kit.dev/api-reference/ai-agent/get-recommended-questions.md)
- [Health Check](https://docs.ag-kit.dev/api-reference/ai-agent/health-check.md)
- [Send Message to Agent (OpenAI Protocol)](https://docs.ag-kit.dev/api-reference/ai-agent/send-message-to-agent-openai-protocol.md)
- [Speech to Text](https://docs.ag-kit.dev/api-reference/ai-agent/speech-to-text.md)
- [Text to Speech](https://docs.ag-kit.dev/api-reference/ai-agent/text-to-speech.md)
- [Text to Speech Result Polling](https://docs.ag-kit.dev/api-reference/ai-agent/text-to-speech-result-polling.md)
- [Single Agent](https://docs.ag-kit.dev/langchain-ts/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/langchain-ts/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/langchain-ts/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/langchain-ts/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/langchain-ts/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/langchain-ts/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/langchain-ts/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/langchain-ts/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/langchain-ts/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/langchain-ts/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/langchain-ts/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/langchain-ts/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/langchain-ts/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/langchain-ts/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/langchain-ts/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/langchain-ts/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/langchain-ts/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/langchain-ts/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/langchain-ts/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/langchain-ts/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/langchain-ts/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/langchain-ts/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/langchain-ts/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/langchain-ts/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/langchain-ts/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/langchain-ts/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/langchain-ts/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/langchain-ts/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/langchain-ts/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/langchain-ts/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/langchain-ts/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/langchain-ts/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/langchain-ts/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/langchain-ts/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/langchain-ts/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/langchain-ts/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/langchain-ts/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/langchain-ts/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/langchain-ts/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/langchain-ts/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Single Agent](https://docs.ag-kit.dev/langgraph-py/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/langgraph-py/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/langgraph-py/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/langgraph-py/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/langgraph-py/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/langgraph-py/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/langgraph-py/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/langgraph-py/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/langgraph-py/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/langgraph-py/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/langgraph-py/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/langgraph-py/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/langgraph-py/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/langgraph-py/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/langgraph-py/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/langgraph-py/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/langgraph-py/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/langgraph-py/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/langgraph-py/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/langgraph-py/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/langgraph-py/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/langgraph-py/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/langgraph-py/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/langgraph-py/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/langgraph-py/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/langgraph-py/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/langgraph-py/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/langgraph-py/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/langgraph-py/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/langgraph-py/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/langgraph-py/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/langgraph-py/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/langgraph-py/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/langgraph-py/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/langgraph-py/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/langgraph-py/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/langgraph-py/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/langgraph-py/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/langgraph-py/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/langgraph-py/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Single Agent](https://docs.ag-kit.dev/langgraph-ts/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/langgraph-ts/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/langgraph-ts/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/langgraph-ts/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/langgraph-ts/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/langgraph-ts/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/langgraph-ts/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/langgraph-ts/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/langgraph-ts/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/langgraph-ts/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/langgraph-ts/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/langgraph-ts/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/langgraph-ts/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/langgraph-ts/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/langgraph-ts/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/langgraph-ts/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/langgraph-ts/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/langgraph-ts/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/langgraph-ts/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/langgraph-ts/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/langgraph-ts/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/langgraph-ts/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/langgraph-ts/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/langgraph-ts/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/langgraph-ts/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/langgraph-ts/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/langgraph-ts/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/langgraph-ts/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/langgraph-ts/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/langgraph-ts/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/langgraph-ts/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/langgraph-ts/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/langgraph-ts/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/langgraph-ts/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/langgraph-ts/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/langgraph-ts/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/langgraph-ts/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/langgraph-ts/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/langgraph-ts/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/langgraph-ts/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Single Agent](https://docs.ag-kit.dev/llamaindex-ts/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/llamaindex-ts/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/llamaindex-ts/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/llamaindex-ts/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/llamaindex-ts/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/llamaindex-ts/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/llamaindex-ts/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/llamaindex-ts/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/llamaindex-ts/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/llamaindex-ts/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/llamaindex-ts/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/llamaindex-ts/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/llamaindex-ts/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/llamaindex-ts/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/llamaindex-ts/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/llamaindex-ts/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/llamaindex-ts/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/llamaindex-ts/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/llamaindex-ts/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/llamaindex-ts/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/llamaindex-ts/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/llamaindex-ts/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/llamaindex-ts/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/llamaindex-ts/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/llamaindex-ts/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/llamaindex-ts/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/llamaindex-ts/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/llamaindex-ts/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/llamaindex-ts/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/llamaindex-ts/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/llamaindex-ts/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/llamaindex-ts/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/llamaindex-ts/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/llamaindex-ts/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/llamaindex-ts/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/llamaindex-ts/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/llamaindex-ts/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/llamaindex-ts/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/llamaindex-ts/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/llamaindex-ts/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Single Agent](https://docs.ag-kit.dev/mastra-ts/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/mastra-ts/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/mastra-ts/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/mastra-ts/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/mastra-ts/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/mastra-ts/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/mastra-ts/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/mastra-ts/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/mastra-ts/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/mastra-ts/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/mastra-ts/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/mastra-ts/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/mastra-ts/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/mastra-ts/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/mastra-ts/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/mastra-ts/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/mastra-ts/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/mastra-ts/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/mastra-ts/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/mastra-ts/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/mastra-ts/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/mastra-ts/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/mastra-ts/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/mastra-ts/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/mastra-ts/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/mastra-ts/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/mastra-ts/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/mastra-ts/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/mastra-ts/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/mastra-ts/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/mastra-ts/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/mastra-ts/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/mastra-ts/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/mastra-ts/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/mastra-ts/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/mastra-ts/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/mastra-ts/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/mastra-ts/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/mastra-ts/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/mastra-ts/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Single Agent](https://docs.ag-kit.dev/openai-agent-sdk-ts/agent-types/basic-agents.md): Build simple, single-step Agents
- [Multi-Agent](https://docs.ag-kit.dev/openai-agent-sdk-ts/agent-types/multi-agent.md): Build collaborative agent systems
- [Building Copilot Chat UI](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/chat-ui.md): Create intelligent chat interfaces
- [Client Side Tools](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/client-side-tool.md): Trigger client-side tools from Agents
- [Generative UI](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/generative-ui.md): Let Agents return and render UI components
- [HTTP Endpoint](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/http-api.md): Interact with AG-Kit agents using HTTP endpoint
- [Human-in-the-Loop](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/human-in-loop.md): Implement interactive workflows requiring user input
- [Building Agent Applications](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/overview.md): Advanced features for building agent applications
- [React](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/react.md): Integrate Agents into React applications
- [Shared State](https://docs.ag-kit.dev/openai-agent-sdk-ts/building-apps/shared-state.md): Synchronize state between Agent and client
- [Contributing](https://docs.ag-kit.dev/openai-agent-sdk-ts/community/contributing.md): How to contribute to AG-Kit
- [Join Us](https://docs.ag-kit.dev/openai-agent-sdk-ts/community/join-us.md): Connect with the AG-Kit community
- [Roadmap](https://docs.ag-kit.dev/openai-agent-sdk-ts/community/roadmap.md): AG-Kit development roadmap
- [Core Concepts](https://docs.ag-kit.dev/openai-agent-sdk-ts/core-concepts.md): Essential concepts for building intelligent agents
- [Run Agent](https://docs.ag-kit.dev/openai-agent-sdk-ts/creating-running/run.md): Start your agent service and connect it to client applications
- [Cloud Deployment](https://docs.ag-kit.dev/openai-agent-sdk-ts/deployment/cloud.md): Deploy AG-Kit server to cloud platforms
- [Observability](https://docs.ag-kit.dev/openai-agent-sdk-ts/deployment/observability.md): Basic monitoring for AG-Kit server deployments
- [Self-Hosted Deployment](https://docs.ag-kit.dev/openai-agent-sdk-ts/deployment/self-hosted.md): Deploy AG-Kit server on your own infrastructure
- [Introduction](https://docs.ag-kit.dev/openai-agent-sdk-ts/introduction.md): Get started with agent development
- [Agent Integration](https://docs.ag-kit.dev/openai-agent-sdk-ts/memory-state/agent-integration.md): Complete guide to integrating AG-Kit's memory system with AI agents and frameworks
- [Long-term Memory](https://docs.ag-kit.dev/openai-agent-sdk-ts/memory-state/long-term.md): Implement persistent, intelligent memory with semantic search and automatic consolidation
- [Overview](https://docs.ag-kit.dev/openai-agent-sdk-ts/memory-state/overview.md): Comprehensive guide to AG-Kit's dual-layer memory management system
- [Session Management](https://docs.ag-kit.dev/openai-agent-sdk-ts/memory-state/session-management.md): Manage multi-user conversations with session isolation
- [Short-term Memory](https://docs.ag-kit.dev/openai-agent-sdk-ts/memory-state/short-term.md): Manage conversation context and session state with AG-Kit's short-term memory system
- [A2A (Agent-to-Agent) Protocol](https://docs.ag-kit.dev/openai-agent-sdk-ts/open-protocols/a2a.md): AG-Kit support for Agent-to-Agent communication
- [AG-UI Protocol](https://docs.ag-kit.dev/openai-agent-sdk-ts/open-protocols/ag-ui.md): AG-Kit support for Agent-User Interaction protocol
- [MCP (Model Context Protocol)](https://docs.ag-kit.dev/openai-agent-sdk-ts/open-protocols/mcp.md): AG-Kit support for Model Context Protocol tool integration
- [OpenAI Protocol](https://docs.ag-kit.dev/openai-agent-sdk-ts/open-protocols/openai.md): AG-Kit support for OpenAI API compatibility
- [Open Protocols](https://docs.ag-kit.dev/openai-agent-sdk-ts/open-protocols/overview.md): AG-Kit's support for Agent ecosystem protocols
- [AG-Kit Overview](https://docs.ag-kit.dev/openai-agent-sdk-ts/overview.md): Unified platform for building intelligent agents with multiple frameworks and comprehensive tooling
- [Quick Start](https://docs.ag-kit.dev/openai-agent-sdk-ts/quickstart.md): Build your first Agent in 10 minutes
- [Bash/Command Line Tools](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/built-in/bash.md): Execute shell commands and scripts in local or sandboxed environments
- [Code Execution Tools](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/built-in/code-executor.md): Secure multi-language code execution with sandboxed and local options
- [File System Tools](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/built-in/filesystem.md): Reliable file and directory operations with transaction support
- [Built-in Tools](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/built-in/overview.md): Comprehensive set of built-in tools for common agent tasks
- [Function Tools](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/custom/function-tools.md): Create tools from TypeScript/JavaScript functions with full type safety
- [MCP Integration](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/custom/mcp.md): Connect external MCP servers and expose AG-Kit tools via Model Context Protocol
- [Custom Tool Development](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/custom/overview.md): Build specialized tools tailored to your specific use cases
- [Agent Integration](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/integration/agents.md): Integrate tools with AG-Kit agents for powerful AI workflows
- [Tools Overview](https://docs.ag-kit.dev/openai-agent-sdk-ts/tools/overview.md): Built-in tools and custom tool development for AI agents
- [Agentic Chat](https://docs.ag-kit.dev/playground/agkit-ts/ts-agkit-agentic-chat.md): Chat with your Agent and call frontend tools
- [Human in the Loop](https://docs.ag-kit.dev/playground/agkit-ts/ts-agkit-human-in-the-loop.md): Human in the Loop with LangGraph
- [MCP + Knowledge Retrieval](https://docs.ag-kit.dev/playground/agkit-ts/ts-agkit-mcp-knowledge-retrieval.md): Search and retrieve information using Model Context Protocol
- [Multi-Agent](https://docs.ag-kit.dev/playground/agkit-ts/ts-agkit-multi-agent.md): Multi-Agent example
- [Agentic Chat](https://docs.ag-kit.dev/playground/langchain-ts/ts-langchain-agentic-chat.md): Chat with your Agent and call frontend tools
- [Agentic Chat](https://docs.ag-kit.dev/playground/langgraph-py/python-langgraph-agentic-chat.md): Chat with your Agent and call frontend tools
- [Human in the Loop](https://docs.ag-kit.dev/playground/langgraph-py/python-langgraph-human-in-the-loop.md): Human in the Loop with LangGraph
- [Agentic Chat](https://docs.ag-kit.dev/playground/langgraph-ts/ts-langgraph-agentic-chat.md): Chat with your Agent and call frontend tools
- [Human in the Loop](https://docs.ag-kit.dev/playground/langgraph-ts/ts-langgraph-human-in-the-loop.md): Human in the Loop with LangGraph
- [Multi-Agent](https://docs.ag-kit.dev/playground/llamaindex-ts/ts-llamaindex-multi-agent.md): Multi-Agent example
- [Agentic Chat](https://docs.ag-kit.dev/playground/mastra-ts/ts-mastra-agentic-chat.md): Chat with your Agent and call frontend tools
- [Agentic Chat](https://docs.ag-kit.dev/playground/openai-agent-sdk-ts/ts-openai-agent-sdk-agentic-chat.md): Chat with your Agent and call frontend tools
- [LangChain Agent](https://docs.ag-kit.dev/reference/agents/adapters/langchain.md): Source-accurate reference for AG-Kit’s LangChain integration (TypeScript)
- [LangGraph Agent](https://docs.ag-kit.dev/reference/agents/adapters/langgraph.md): Source-accurate reference for AG-Kit’s LangGraph integration (TypeScript)
- [LlamaIndex Agent](https://docs.ag-kit.dev/reference/agents/adapters/llamaindex.md): Reference for AG-Kit’s LlamaIndex TypeScript integration
- [Mastra Agent](https://docs.ag-kit.dev/reference/agents/adapters/mastra.md): Source-accurate reference for AG-Kit’s Mastra integration (TypeScript)
- [Framework Adapters](https://docs.ag-kit.dev/reference/agents/adapters/overview.md): Overview of AG-Kit framework adapter packages
- [Core Agent](https://docs.ag-kit.dev/reference/agents/agents.md): Complete guide to AG-Kit's core agent with configuration, tools, and execution control
- [Memory Service](https://docs.ag-kit.dev/reference/agents/memory-service.md): Comprehensive memory management for AI agents with short-term conversation history and long-term knowledge persistence
- [Overview](https://docs.ag-kit.dev/reference/agents/overview.md): AG-Kit agent types and core capabilities
- [CLI Commands](https://docs.ag-kit.dev/reference/cli/commands.md): Complete list of CLI commands
- [Overview](https://docs.ag-kit.dev/reference/cli/overview.md): Command line tools for AG-Kit
- [CLI Templates](https://docs.ag-kit.dev/reference/cli/templates.md): Available project templates
- [Overview](https://docs.ag-kit.dev/reference/index.md): Complete SDK ecosystem for building AI agents across platforms
- [Overview](https://docs.ag-kit.dev/reference/python/agents/overview.md): Agent system for building AI agents with AG-Kit
- [Overview](https://docs.ag-kit.dev/reference/python/server/overview.md): Server APIs for exposing AG-Kit agents over HTTP
- [Bash Tools](https://docs.ag-kit.dev/reference/python/tools/bash.md): Execute bash commands with local or sandboxed execution environments in Python
- [Code Executor](https://docs.ag-kit.dev/reference/python/tools/code-executor.md): Execute Python code snippets with sandboxed or local execution options
- [Filesystem Tools](https://docs.ag-kit.dev/reference/python/tools/filesystem.md): Comprehensive file system operations with multiple backends - local, in-memory, and sandboxed execution
- [MCP Integration](https://docs.ag-kit.dev/reference/python/tools/mcp.md): Model Context Protocol integration for AG-Kit Python tools - bidirectional conversion between AG-Kit tools and MCP servers
- [MCP API Reference](https://docs.ag-kit.dev/reference/python/tools/mcp-api.md): Complete API reference for AG-Kit Python's Model Context Protocol integration
- [Overview](https://docs.ag-kit.dev/reference/python/tools/overview.md): Comprehensive toolkit for AI agents with file system, code execution, and command line capabilities
- [@ag-kit/shared](https://docs.ag-kit.dev/reference/runtime/overview.md): Shared Zod schemas and TypeScript types for AG‑Kit request and event payloads
- [Server API](https://docs.ag-kit.dev/reference/server/api.md): Complete API reference for @ag-kit/server
- [Overview](https://docs.ag-kit.dev/reference/server/overview.md): Server APIs for exposing AG-Kit agents over HTTP
- [Bash Tools](https://docs.ag-kit.dev/reference/tools/bash.md): Execute bash commands with local or sandboxed execution environments
- [Code Executor](https://docs.ag-kit.dev/reference/tools/code-executor.md): Execute code snippets with sandboxed or local execution options
- [Filesystem API Reference](https://docs.ag-kit.dev/reference/tools/filesystem.md): Complete API reference for filesystem tools with method signatures and usage examples
- [MCP Integration](https://docs.ag-kit.dev/reference/tools/mcp.md): Model Context Protocol integration for AG-Kit tools - bidirectional conversion between AG-Kit tools and MCP servers
- [MCP API Reference](https://docs.ag-kit.dev/reference/tools/mcp-api.md): Complete API reference for AG-Kit's Model Context Protocol integration
- [Tools API Reference](https://docs.ag-kit.dev/reference/tools/overview.md): Complete API reference for @ag-kit/tools package with detailed usage examples and latest features
- [Overview](https://docs.ag-kit.dev/reference/ui/miniprogram.md): WeChat Mini Program UI components for AG-Kit
- [@ag-kit/ui-react](https://docs.ag-kit.dev/reference/ui/react.md): React hook and types for building agent chat UIs with tools and interrupts

## OpenAPI Specs

- [openapi](https://docs.ag-kit.dev/openapi.yaml)