Agno's 1657-line llms.txt shows what thorough AI preparation looks like

# Agno

## Docs

- [Background Hooks](https://docs.agno.com/agent-os/background-tasks/overview.md): Run agent hooks as non-blocking background tasks in AgentOS
- [A2A Client](https://docs.agno.com/agent-os/client/a2a-client.md): Connect to any A2A-compatible agent server
- [AgentOS Client](https://docs.agno.com/agent-os/client/agentos-client.md): Connect to Agno AgentOS instances via REST API
- [Clients](https://docs.agno.com/agent-os/client/overview.md): Python clients for connecting to agent servers
- [AgentOS Configuration](https://docs.agno.com/agent-os/config.md): Customize your AgentOS instance with custom configuration
- [Connect Your AgentOS](https://docs.agno.com/agent-os/connect-your-os.md): Connect your AgentOS to the control plane for monitoring and management.
- [AgentOS Control Plane](https://docs.agno.com/agent-os/control-plane.md): A web interface for testing, monitoring, and managing your multi-agent system.
- [Overriding Routes](https://docs.agno.com/agent-os/custom-fastapi/override-routes.md): Learn how to override AgentOS routes with your own custom routes when conflicts occur
- [Bring Your Own FastAPI App](https://docs.agno.com/agent-os/custom-fastapi/overview.md): Integrate your own FastAPI app with AgentOS.
- [A2A](https://docs.agno.com/agent-os/interfaces/a2a/introduction.md): Expose Agno agents via the A2A protocol
- [AG-UI](https://docs.agno.com/agent-os/interfaces/ag-ui/introduction.md): Expose Agno agents via the AG-UI protocol
- [Interfaces](https://docs.agno.com/agent-os/interfaces/overview.md): Expose Agno agents through various communication protocols and platforms
- [Slack](https://docs.agno.com/agent-os/interfaces/slack/introduction.md): Host agents as Slack Applications.
- [WhatsApp](https://docs.agno.com/agent-os/interfaces/whatsapp/introduction.md): Host agents as WhatsApp applications
- [What is AgentOS?](https://docs.agno.com/agent-os/introduction.md): The runtime and control plane for multi-agent systems.
- [Filter Knowledge](https://docs.agno.com/agent-os/knowledge/filter-knowledge.md): Use filter expressions through the Agno API for precise knowledge base filtering.
- [Manage Knowledge](https://docs.agno.com/agent-os/knowledge/manage-knowledge.md): Attach Knowledge to your AgentOS instance
- [Custom Lifespan](https://docs.agno.com/agent-os/lifespan.md): Customize the lifespan of your AgentOS app to handle startup and shutdown logic.
- [AgentOS as MCP Server](https://docs.agno.com/agent-os/mcp/mcp.md): Learn how and why to expose your AgentOS as an MCP server
- [MCPTools within AgentOS](https://docs.agno.com/agent-os/mcp/tools.md): Learn how to use MCPTools in the Agents, Teams and Workflows within your AgentOS
- [Custom Middleware](https://docs.agno.com/agent-os/middleware/custom.md): Create custom middleware for rate limiting, logging, security, and monitoring in AgentOS
- [JWT Middleware](https://docs.agno.com/agent-os/middleware/jwt.md): Secure your AgentOS application with JWT token validation and RBAC
- [AgentOS Middleware](https://docs.agno.com/agent-os/middleware/overview.md): Add authentication, logging, monitoring, and security features to your AgentOS application using middleware
- [Overview](https://docs.agno.com/agent-os/overview.md): The production runtime and control plane for your agentic systems.
- [AgentOS Gateway](https://docs.agno.com/agent-os/remote-execution/gateway.md): Create a unified API gateway for multiple AgentOS instances
- [Remote Execution](https://docs.agno.com/agent-os/remote-execution/overview.md): Execute agents, teams, and workflows hosted on remote AgentOS instances
- [Remote Agent](https://docs.agno.com/agent-os/remote-execution/remote-agent.md): Execute agents hosted on remote AgentOS instances
- [Remote Team](https://docs.agno.com/agent-os/remote-execution/remote-team.md): Execute teams hosted on remote AgentOS instances
- [Remote Workflow](https://docs.agno.com/agent-os/remote-execution/remote-workflow.md): Execute workflows hosted on remote AgentOS instances
- [Run Your AgentOS](https://docs.agno.com/agent-os/run-your-os.md): Run a local AgentOS in 20 lines of code.
- [AgentOS Security](https://docs.agno.com/agent-os/security/overview.md): Secure your AgentOS with authentication and authorization.
- [Role-Based Access Control (RBAC)](https://docs.agno.com/agent-os/security/rbac.md): Secure your AgentOS with fine-grained permissions.
- [Tracing](https://docs.agno.com/agent-os/tracing/overview.md): Configure tracing for your agents, teams, and workflows in AgentOS
- [Agent with Knowledge Tracing](https://docs.agno.com/agent-os/tracing/usage/agent-with-knowledge-tracing.md): Trace agents with knowledge bases in AgentOS.
- [Agent with Reasoning Tools Tracing](https://docs.agno.com/agent-os/tracing/usage/agent-with-reasoning-tools-tracing.md): Trace agents with reasoning tools in AgentOS.
- [Basic Agent Tracing](https://docs.agno.com/agent-os/tracing/usage/basic-agent-tracing.md): Trace agents with Agno in AgentOS.
- [Basic Team Tracing](https://docs.agno.com/agent-os/tracing/usage/basic-team-tracing.md): Trace teams with Agno in AgentOS.
- [Basic Workflow Tracing](https://docs.agno.com/agent-os/tracing/usage/basic-workflow-tracing.md): Trace workflows with Agno in AgentOS.
- [Multi-DB Tracing with setup_tracing()](https://docs.agno.com/agent-os/tracing/usage/tracing-with-multi-db-scenario.md): Trace agents with multiple databases using setup_tracing() in AgentOS.
- [Multi-DB Tracing with tracing=True](https://docs.agno.com/agent-os/tracing/usage/tracing-with-multi-db-scenario-and-tracing-flag.md): Trace agents with multiple databases using tracing=True in AgentOS.
- [Background Hooks (Per-Hook)](https://docs.agno.com/agent-os/usage/background-hooks-decorator.md): Run specific hooks as background tasks using the @hook decorator
- [Background Hooks (Global)](https://docs.agno.com/agent-os/usage/background-hooks-global.md): Run all agent hooks as background tasks using AgentOS
- [Background Output Evaluation](https://docs.agno.com/agent-os/usage/background-output-evaluation.md): Use Agent as Judge evaluation to assess responses as a background task
- [Basic Client Usage](https://docs.agno.com/agent-os/usage/client/basic-client.md): Connect to an AgentOS instance and perform basic operations
- [Knowledge Search](https://docs.agno.com/agent-os/usage/client/knowledge-search.md): Search and manage knowledge base content
- [Memory Operations](https://docs.agno.com/agent-os/usage/client/memory-operations.md): Create, update, list, and delete user memories
- [Running Agents](https://docs.agno.com/agent-os/usage/client/run-agents.md): Execute agent runs with streaming and non-streaming responses
- [Running Teams](https://docs.agno.com/agent-os/usage/client/run-teams.md): Execute team runs with streaming and non-streaming responses
- [Running Workflows](https://docs.agno.com/agent-os/usage/client/run-workflows.md): Execute workflow runs with streaming and non-streaming responses
- [Session Management](https://docs.agno.com/agent-os/usage/client/session-management.md): Create, list, and manage sessions for agents, teams, and workflows
- [Database Migrations](https://docs.agno.com/agent-os/usage/database-migrations.md): Migrate your AgentOS database schema.
- [AgentOS Demo](https://docs.agno.com/agent-os/usage/demo.md): AgentOS demo with agents and teams
- [AgentOS Configuration](https://docs.agno.com/agent-os/usage/extra-configuration.md): Passing extra configuration to your AgentOS
- [Human-in-the-Loop Example](https://docs.agno.com/agent-os/usage/hitl.md): AgentOS with tools requiring user confirmation
- [Agent with Tools](https://docs.agno.com/agent-os/usage/interfaces/a2a/agent-with-tools.md): Investment analyst agent with financial tools and web interface
- [Basic](https://docs.agno.com/agent-os/usage/interfaces/a2a/basic.md): Create a basic AI agent with A2A interface
- [Research Team](https://docs.agno.com/agent-os/usage/interfaces/a2a/team.md): Multi-agent research team with specialized roles and web interface
- [Agent with Tools](https://docs.agno.com/agent-os/usage/interfaces/ag-ui/agent-with-tools.md): Investment analyst agent with financial tools and web interface
- [Basic](https://docs.agno.com/agent-os/usage/interfaces/ag-ui/basic.md): Create a basic AI agent with ChatGPT-like web interface
- [Research Team](https://docs.agno.com/agent-os/usage/interfaces/ag-ui/team.md): Multi-agent research team with specialized roles and web interface
- [Slack Agent with User Memory](https://docs.agno.com/agent-os/usage/interfaces/slack/agent-with-user-memory.md): Personalized Slack agent that remembers user information and preferences
- [Basic Slack Agent](https://docs.agno.com/agent-os/usage/interfaces/slack/basic.md): Create a basic AI agent that integrates with Slack for conversations
- [Slack Reasoning Finance Agent](https://docs.agno.com/agent-os/usage/interfaces/slack/reasoning-agent.md): Slack agent with advanced reasoning and financial analysis capabilities
- [Slack Research Workflow](https://docs.agno.com/agent-os/usage/interfaces/slack/research-workflow.md): Integrate a research and writing workflow with Slack for structured AI-powered content creation
- [WhatsApp Agent with Media Support](https://docs.agno.com/agent-os/usage/interfaces/whatsapp/agent-with-media.md): WhatsApp agent that analyzes images, videos, and audio using multimodal AI
- [WhatsApp Agent with User Memory](https://docs.agno.com/agent-os/usage/interfaces/whatsapp/agent-with-user-memory.md): Personalized WhatsApp agent that remembers user information and preferences
- [Basic WhatsApp Agent](https://docs.agno.com/agent-os/usage/interfaces/whatsapp/basic.md): Create a basic AI agent that integrates with WhatsApp Business API
- [WhatsApp Image Generation Agent (Model-based)](https://docs.agno.com/agent-os/usage/interfaces/whatsapp/image-generation-model.md): WhatsApp agent that generates images using Gemini's built-in capabilities
- [WhatsApp Image Generation Agent (Tool-based)](https://docs.agno.com/agent-os/usage/interfaces/whatsapp/image-generation-tools.md): WhatsApp agent that generates images using OpenAI's image generation tools
- [WhatsApp Reasoning Finance Agent](https://docs.agno.com/agent-os/usage/interfaces/whatsapp/reasoning-agent.md): WhatsApp agent with advanced reasoning and financial analysis capabilities
- [Enable AgentOS MCP](https://docs.agno.com/agent-os/usage/mcp/enable-mcp-example.md): Complete AgentOS setup with MCP support enabled
- [AgentOS with MCPTools](https://docs.agno.com/agent-os/usage/mcp/mcp-tools-example.md): Complete AgentOS setup with MCPTools enabled on agents
- [Custom FastAPI App with JWT Middleware](https://docs.agno.com/agent-os/usage/middleware/custom-fastapi-jwt.md): Custom FastAPI application with JWT middleware for authentication and AgentOS integration
- [Custom Middleware](https://docs.agno.com/agent-os/usage/middleware/custom-middleware.md): AgentOS with custom middleware for rate limiting, logging, and monitoring
- [JWT Middleware with Cookies](https://docs.agno.com/agent-os/usage/middleware/jwt-cookies.md): AgentOS with JWT middleware using HTTP-only cookies for secure web authentication
- [JWT Middleware with Authorization Headers](https://docs.agno.com/agent-os/usage/middleware/jwt-middleware.md): Complete AgentOS setup with JWT middleware for authentication and parameter injection using Authorization headers
- [Advanced Scopes](https://docs.agno.com/agent-os/usage/rbac/advanced-scopes.md)
- [Basic RBAC](https://docs.agno.com/agent-os/usage/rbac/basic.md)
- [Custom Scope Mappings](https://docs.agno.com/agent-os/usage/rbac/custom-scope-mappings.md)
- [Per-Agent Permissions](https://docs.agno.com/agent-os/usage/rbac/per-agent-permissions.md)
- [AgentOS Gateway](https://docs.agno.com/agent-os/usage/remote-execution/gateway.md): Create a unified API gateway for multiple AgentOS instances
- [Remote Agent](https://docs.agno.com/agent-os/usage/remote-execution/remote-agent.md): Execute agents hosted on a remote AgentOS instance
- [Remote Team](https://docs.agno.com/agent-os/usage/remote-execution/remote-team.md): Execute teams hosted on a remote AgentOS instance
- [Using the API](https://docs.agno.com/agent-os/using-the-api.md): Call the AgentOS API to run agents, teams, and workflows.
- [Building Agents](https://docs.agno.com/agents/building-agents.md): Start simple: a model, tools, and instructions.
- [Debugging Agents](https://docs.agno.com/agents/debugging-agents.md): Inspect execution flow, tool calls, and intermediate steps.
- [What are Agents?](https://docs.agno.com/agents/overview.md): AI programs that reason, use tools, and maintain state.
- [Running Agents](https://docs.agno.com/agents/running-agents.md): Run agents and process their output.
- [Agent with Knowledge](https://docs.agno.com/agents/usage/agent-with-knowledge.md): Give your agent a searchable knowledge base (Agentic RAG).
- [Agent with Memory](https://docs.agno.com/agents/usage/agent-with-memory.md): Store user preferences that persist across conversations.
- [Agent with Storage](https://docs.agno.com/agents/usage/agent-with-storage.md): Persist conversation history across runs.
- [Agent with Structured Output](https://docs.agno.com/agents/usage/agent-with-structured-output.md): Get typed Pydantic responses instead of free-form text.
- [Agent with Tools](https://docs.agno.com/agents/usage/agent-with-tools.md): Give your agent tools to interact with external services.
- [Context Compression](https://docs.agno.com/compression/overview.md): Compress tool call results to save context space while preserving critical information.
- [Token Counting](https://docs.agno.com/compression/token-counting.md): Token estimation for context planning and compression.
- [Providing Datetime](https://docs.agno.com/context/agent/datetime-instructions.md)