# Agno ## Docs - [Approvals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/approvals/overview.md) - [Background Hooks](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/background-tasks/overview.md) - [A2A Client](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/client/a2a-client.md) - [AgentOS Client](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/client/agentos-client.md) - [Clients](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/client/overview.md) - [AgentOS Configuration](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/config.md) - [Connect Your AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/connect-your-os.md) - [AgentOS Control Plane](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/control-plane.md) - [Overriding Routes](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/custom-fastapi/override-routes.md) - [Bring Your Own FastAPI App](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/custom-fastapi/overview.md) - [AgentFactory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/factories/agent-factory.md) - [Dynamic Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/factories/overview.md) - [TeamFactory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/factories/team-factory.md) - [WorkflowFactory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/factories/workflow-factory.md) - [A2A](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/a2a/introduction.md) - [AG-UI](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/ag-ui/introduction.md) - [Interfaces](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/overview.md) - [Human-in-the-Loop](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/slack/hitl.md) - [Slack](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/slack/introduction.md) - [Slack Reference](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/slack/reference.md) - [Setup](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/slack/setup.md) - [Telegram](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/telegram/introduction.md) - [Telegram Reference](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/telegram/reference.md) - [Setup](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/telegram/setup.md) - [WhatsApp](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/whatsapp/introduction.md) - [WhatsApp Reference](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/whatsapp/reference.md) - [Setup](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/interfaces/whatsapp/setup.md) - [What is AgentOS?](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/introduction.md) - [Filter Knowledge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/knowledge/filter-knowledge.md) - [Manage Knowledge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/knowledge/manage-knowledge.md) - [Custom Lifespan](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/lifespan.md) - [AgentOS as MCP Server](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/mcp/mcp.md) - [MCPTools within AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/mcp/tools.md) - [Custom Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/middleware/custom.md) - [JWT Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/middleware/jwt.md) - [AgentOS Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/middleware/overview.md) - [Antigravity](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/multi-framework/antigravity.md) - [Claude Agent SDK](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/multi-framework/claude-agent-sdk.md) - [DSPy](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/multi-framework/dspy.md) - [LangGraph](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/multi-framework/langgraph.md) - [Multi-Framework Support](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/multi-framework/overview.md) - [Overview](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/overview.md) - [AgentOS Gateway](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/remote-execution/gateway.md) - [Remote Execution](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/remote-execution/overview.md) - [Remote Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/remote-execution/remote-agent.md) - [Remote Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/remote-execution/remote-team.md) - [Remote Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/remote-execution/remote-workflow.md) - [Run Your AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/run-your-os.md) - [Scheduler](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/scheduler/overview.md) - [AgentOS Security](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/security/overview.md) - [Role-Based Access Control (RBAC)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/security/rbac.md) - [Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/studio/agents.md) - [CEL Expressions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/studio/cel-expressions.md) - [Overview](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/studio/introduction.md) - [Registry](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/studio/registry.md) - [Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/studio/teams.md) - [Overview](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/studio/workflows.md) - [Filter Options](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/filter-options.md) - [Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/overview.md) - [Agent with Knowledge Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/usage/agent-with-knowledge-tracing.md) - [Agent with Reasoning Tools Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/usage/agent-with-reasoning-tools-tracing.md) - [Basic Agent Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/usage/basic-agent-tracing.md) - [Basic Team Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/usage/basic-team-tracing.md) - [Basic Workflow Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/usage/basic-workflow-tracing.md) - [Multi-DB Tracing with setup_tracing()](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/usage/tracing-with-multi-db-scenario.md) - [Multi-DB Tracing with tracing=True](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/tracing/usage/tracing-with-multi-db-scenario-and-tracing-flag.md) - [Background Hooks (Per-Hook)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/background-hooks-decorator.md) - [Background Hooks (Global)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/background-hooks-global.md) - [Background Output Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/background-output-evaluation.md) - [Basic Client Usage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/client/basic-client.md) - [Knowledge Search](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/client/knowledge-search.md) - [Memory Operations](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/client/memory-operations.md) - [Running Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/client/run-agents.md) - [Running Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/client/run-teams.md) - [Running Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/client/run-workflows.md) - [Session Management](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/client/session-management.md) - [Database Migrations](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/database-migrations.md) - [AgentOS Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/demo.md) - [AgentOS Configuration](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/extra-configuration.md) - [Human-in-the-Loop Example](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/hitl.md) - [Agent with Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/a2a/agent-with-tools.md) - [Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/a2a/basic.md) - [Research Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/a2a/team.md) - [Agent with Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/ag-ui/agent-with-tools.md) - [Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/ag-ui/basic.md) - [Research Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/ag-ui/team.md) - [Slack Agent with User Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/agent-with-user-memory.md) - [Basic Slack Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/basic.md) - [Channel Summarizer](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/channel-summarizer.md) - [File Analyst](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/file-analyst.md) - [Multi-Bot](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/multi-bot.md) - [Multimodal Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/multimodal-team.md) - [Multimodal Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/multimodal-workflow.md) - [Multiple Instances](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/multiple-instances.md) - [Reasoning Finance Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/reasoning-agent.md) - [Research Assistant](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/research-assistant.md) - [Streaming Deep Research](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/streaming.md) - [Support Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/support-team.md) - [Slack Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/slack/workflow.md) - [Telegram Agent with Media](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/agent-with-media.md) - [Telegram Agent with User Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/agent-with-user-memory.md) - [Basic Telegram Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/basic.md) - [Multiple Instances](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/multiple-instances.md) - [Telegram Reasoning Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/reasoning-agent.md) - [Streaming Telegram Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/streaming.md) - [Streaming Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/streaming-workflow.md) - [Multi-Agent Telegram Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/team.md) - [Telegram Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/telegram/workflow.md) - [WhatsApp Agent with Media Support](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/whatsapp/agent-with-media.md) - [WhatsApp Agent with User Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/whatsapp/agent-with-user-memory.md) - [Basic WhatsApp Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/whatsapp/basic.md) - [WhatsApp Image Generation Agent (Model-based)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/whatsapp/image-generation-model.md) - [WhatsApp Image Generation Agent (Tool-based)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/whatsapp/image-generation-tools.md) - [WhatsApp Reasoning Finance Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/interfaces/whatsapp/reasoning-agent.md) - [Enable AgentOS MCP](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/mcp/enable-mcp-example.md) - [AgentOS with MCPTools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/mcp/mcp-tools-example.md) - [Custom FastAPI App with JWT Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/middleware/custom-fastapi-jwt.md) - [Custom Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/middleware/custom-middleware.md) - [JWT Middleware with Cookies](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/middleware/jwt-cookies.md) - [JWT Middleware with Authorization Headers](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/middleware/jwt-middleware.md) - [Advanced Scopes](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/rbac/advanced-scopes.md) - [Basic RBAC (Asymmetric)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/rbac/basic-asymmetric.md) - [Basic RBAC (Symmetric)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/rbac/basic-symmetric.md) - [Custom Scope Mappings](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/rbac/custom-scope-mappings.md) - [Per-Agent Permissions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/rbac/per-agent-permissions.md) - [AgentOS Gateway](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/remote-execution/gateway.md) - [Remote Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/remote-execution/remote-agent.md) - [Remote Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/usage/remote-execution/remote-team.md) - [Using the API](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-os/using-the-api.md) - [Create an Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-platform/create-agent.md) - [Evals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-platform/evals.md) - [Improve an Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-platform/improve-agent.md) - [Next Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-platform/next-steps.md) - [Overview](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-platform/overview.md) - [Run Locally](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-platform/run-local.md) - [Run on Railway](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agent-platform/run-railway.md) - [Building Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/building-agents.md) - [Debugging Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/debugging-agents.md) - [What are Agents?](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/overview.md) - [Running Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/running-agents.md) - [Agent with Followup Suggestions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/usage/agent-with-followup-suggestions.md) - [Agent with Knowledge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/usage/agent-with-knowledge.md) - [Agent with Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/usage/agent-with-memory.md) - [Agent with Storage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/usage/agent-with-storage.md) - [Agent with Structured Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/usage/agent-with-structured-output.md) - [Agent with Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/agents/usage/agent-with-tools.md) - [Background Execution](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/background-execution/overview.md) - [Use Agno with Coding Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/coding-agents.md) - [Context Compression](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/compression/overview.md) - [Token Counting](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/compression/token-counting.md) - [Building Custom Providers](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/custom-providers.md) - [What are Context Providers?](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/overview.md) - [Google Calendar](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/calendar.md) - [Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/database.md) - [Google Drive](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/drive.md) - [Filesystem](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/filesystem.md) - [Gmail](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/gmail.md) - [MCP](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/mcp.md) - [Provider Catalog](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/overview.md) - [Slack](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/slack.md) - [Web](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/web.md) - [Wiki](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/wiki.md) - [Workspace](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/providers/workspace.md) - [Using Providers](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context-providers/using-providers.md) - [Providing Datetime](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/datetime-instructions.md) - [Dynamic Instructions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/dynamic-instructions.md) - [Few-Shot Learning](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/few-shot-learning.md) - [Managing Tool Calls](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/filter-tool-calls-from-history.md) - [Basic Instructions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/instructions.md) - [Instructions via Function](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/instructions-via-function.md) - [Providing Location](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/location-instructions.md) - [Context Engineering](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/agent/overview.md) - [Context Engineering](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/overview.md) - [Managing Tool Calls](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/team/filter-tool-calls-from-history.md) - [Context Engineering](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/context/team/overview.md) - [What is Culture?](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/culture/overview.md) - [Custom Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/custom-logging.md) - [Chat History](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/chat-history.md) - [Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/overview.md) - [Async MongoDB](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mongo/overview.md) - [Async MongoDB for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mongo/usage/async-mongodb-for-agent.md) - [Async MongoDB for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mongo/usage/async-mongodb-for-team.md) - [Async MongoDB for Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mongo/usage/async-mongodb-for-workflow.md) - [Async MySQL](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mysql/overview.md) - [Async MySQL for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mysql/usage/async-mysql-for-agent.md) - [Async MySQL for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mysql/usage/async-mysql-for-team.md) - [Async MySQL for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-mysql/usage/async-mysql-for-workflow.md) - [Async PostgreSQL](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-postgres/overview.md) - [Async Postgres for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-postgres/usage/async-postgres-for-agent.md) - [Async Postgres for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-postgres/usage/async-postgres-for-team.md) - [Async Postgres for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-postgres/usage/async-postgres-for-workflow.md) - [Async SQLite](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-sqlite/overview.md) - [Async Sqlite for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-sqlite/usage/async-sqlite-for-agent.md) - [Async Sqlite for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-sqlite/usage/async-sqlite-for-team.md) - [Async SQLite for Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/async-sqlite/usage/async-sqlite-for-workflow.md) - [DynamoDB](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/dynamodb/overview.md) - [DynamoDB for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/dynamodb/usage/dynamodb-for-agent.md) - [DynamoDB for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/dynamodb/usage/dynamodb-for-team.md) - [DynamoDB Workflow Storage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/dynamodb/usage/dynamodb-for-workflow.md) - [Firestore](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/firestore/overview.md) - [Firestore for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/firestore/usage/firestore-for-agent.md) - [Firestore for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/firestore/usage/firestore-for-team.md) - [Firestore for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/firestore/usage/firestore-for-workflow.md) - [JSON files as database, on Google Cloud Storage (GCS)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/gcs/overview.md) - [Google Cloud Storage for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/gcs/usage/gcs-for-agent.md) - [GCS for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/gcs/usage/gcs-for-team.md) - [GCS for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/gcs/usage/gcs-for-workflow.md) - [In-Memory Storage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/in-memory/overview.md) - [In-Memory Storage for Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/in-memory/usage/in-memory-for-agent.md) - [In-Memory Storage for Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/in-memory/usage/in-memory-for-team.md) - [In-Memory Storage for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/in-memory/usage/in-memory-for-workflow.md) - [JSON Files as Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/json/overview.md) - [JSON for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/json/usage/json-for-agent.md) - [JSON for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/json/usage/json-for-team.md) - [JSON for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/json/usage/json-for-workflow.md) - [MongoDB Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mongo/overview.md) - [MongoDB for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mongo/usage/mongodb-for-agent.md) - [MongoDB for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mongo/usage/mongodb-for-team.md) - [MongoDB for Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mongo/usage/mongodb-for-workflow.md) - [MySQL](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mysql/overview.md) - [MySQL for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mysql/usage/mysql-for-agent.md) - [MySQL for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mysql/usage/mysql-for-team.md) - [MySQL Workflow Storage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/mysql/usage/mysql-for-workflow.md) - [Neon](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/neon/overview.md) - [Database Index](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/overview.md) - [PostgreSQL](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/postgres/overview.md) - [Postgres for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/postgres/usage/postgres-for-agent.md) - [Postgres for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/postgres/usage/postgres-for-team.md) - [Postgres for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/postgres/usage/postgres-for-workflow.md) - [Redis](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/redis/overview.md) - [Redis for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/redis/usage/redis-for-agent.md) - [Redis for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/redis/usage/redis-for-team.md) - [Redis for Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/redis/usage/redis-for-workflow.md) - [Selecting Custom Table Names](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/selecting-tables.md) - [Singlestore](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/singlestore/overview.md) - [Singlestore for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/singlestore/usage/singlestore-for-agent.md) - [Singlestore for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/singlestore/usage/singlestore-for-team.md) - [Singlestore for Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/singlestore/usage/singlestore-for-workflow.md) - [SQLite](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/sqlite/overview.md) - [Sqlite for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/sqlite/usage/sqlite-for-agent.md) - [Sqlite for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/sqlite/usage/sqlite-for-team.md) - [SQLite for Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/sqlite/usage/sqlite-for-workflow.md) - [Supabase](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/supabase/overview.md) - [SurreabDB](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/surrealdb/overview.md) - [SurrealDB for Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/surrealdb/usage/surrealdb-for-agent.md) - [SurrealDB for Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/surrealdb/usage/surrealdb-for-team.md) - [SurrealDB for Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/providers/surrealdb/usage/surrealdb-for-workflow.md) - [Session Storage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/database/session-storage.md) - [Access Dependencies in Tool](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/agent/access-dependencies-in-tool.md) - [Add Dependencies to Agent Run](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/agent/add-dependencies-run.md) - [Add Dependencies to Agent Context](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/agent/add-dependencies-to-context.md) - [Dependencies with Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/agent/overview.md) - [Dependencies](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/overview.md) - [Access Dependencies in Team Tool](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/team/access-dependencies-in-tool.md) - [Adding Dependencies to Team Run](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/team/add-dependencies-run.md) - [Adding Dependencies to Team Context](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/team/add-dependencies-to-context.md) - [Dependencies with Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/team/overview.md) - [Using Reference Dependencies in Team Instructions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/dependencies/team/reference-dependencies.md) - [Interfaces](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/interfaces.md) - [A2A](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/interfaces/a2a/overview.md) - [AG-UI](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/interfaces/ag-ui/overview.md) - [Discord](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/interfaces/discord/overview.md) - [Slack](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/interfaces/slack/overview.md) - [Telegram](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/interfaces/telegram/overview.md) - [WhatsApp](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/interfaces/whatsapp/overview.md) - [Deploy AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/introduction.md) - [Templates](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates.md) - [CI/CD Automation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/ci-cd.md) - [Code Quality](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/code-quality.md) - [Database Setup](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/database.md) - [Database Tables](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/database-tables.md) - [Development Application](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/development-app.md) - [Persistent Storage with EFS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/efs.md) - [Environment Variables](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/env-vars.md) - [Format & Validate](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/format-and-validate.md) - [Create Git Repo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/git-repo.md) - [Infra Settings](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/infra-settings.md) - [Install & Setup](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/install.md) - [Local Development](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/local.md) - [Setup infra for new users](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/new-users.md) - [Customize AgentOS on AWS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/overview.md) - [Production Application](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/production-app.md) - [Add Python Libraries](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/python-packages.md) - [Secrets & API Keys](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/secrets.md) - [SSH Access](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/configure/ssh-access.md) - [Deploy to AWS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/deploy.md) - [Connect to Control Plane](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/go-live/connect.md) - [Add HTTPS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/go-live/https.md) - [Production Deployment](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/go-live/updates.md) - [Verify Your Deployment](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/go-live/verify.md) - [Monitoring AgentOS on AWS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/manage/monitoring.md) - [Troubleshooting AgentOS on AWS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/manage/troubleshooting.md) - [AWS Reference](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/aws/reference.md) - [Coda](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/coda/overview.md) - [Dash](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/dash/overview.md) - [Deploy with Docker](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/docker/deploy.md) - [Docker Reference](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/docker/reference.md) - [Gcode](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/gcode/overview.md) - [Improve Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/improve-agents.md) - [PAL](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/pal/overview.md) - [Deploy to Railway](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/railway/deploy.md) - [Railway Reference](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/railway/reference.md) - [Scout](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/deploy/templates/scout/overview.md) - [Accuracy Evals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/overview.md) - [Async Accuracy Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/usage/accuracy-async.md) - [Comparison Accuracy Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/usage/accuracy-comparison.md) - [Accuracy with Database Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/usage/accuracy-db-logging.md) - [Accuracy with Given Answer](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/usage/accuracy-with-given-answer.md) - [Accuracy with Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/usage/accuracy-with-teams.md) - [Accuracy with Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/usage/accuracy-with-tools.md) - [Basic Accuracy](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/accuracy/usage/basic.md) - [Agent as Judge Evals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/overview.md) - [Async Agent as Judge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-async.md) - [Basic Agent as Judge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-basic.md) - [Batch Agent as Judge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-batch.md) - [Binary Agent as Judge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-binary.md) - [Agent as Judge with Custom Evaluator](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-custom-evaluator.md) - [Agent as Judge as Post-Hook](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-post-hook.md) - [Agent as Judge with Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-team.md) - [Async Team Post-Hook Agent as Judge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-team-post-hook-async.md) - [Agent as Judge with Guidelines](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/agent-as-judge/usage/agent-as-judge-with-guidelines.md) - [What is Evals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/overview.md) - [Performance Evals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/overview.md) - [Performance on Agent Instantiation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-agent-instantiation.md) - [Async Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-async.md) - [Performance with Database Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-db-logging.md) - [Performance on Agent Instantiation with Tool](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-instantiation-with-tool.md) - [Performance on Agent Response](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-simple-response.md) - [Performance with Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-team-instantiation.md) - [Team Performance with Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-team-with-memory.md) - [Performance with Memory Updates](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-with-memory.md) - [Performance on Agent with Storage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/performance/usage/performance-with-storage.md) - [Reliability Evals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/overview.md) - [Reliability with Single Tool](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/usage/basic.md) - [Async Reliability Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/usage/reliability-async.md) - [Reliability with Database Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/usage/reliability-db-logging.md) - [Single Tool Reliability](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/usage/reliability-single-tool.md) - [Team Reliability with Stock Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/usage/reliability-team-advanced.md) - [Reliability with Multiple Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/usage/reliability-with-multiple-tools.md) - [Reliability with Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/evals/reliability/usage/reliability-with-teams.md) - [Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/agents.md) - [AgentOS Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/demo.md) - [File Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/file-output.md) - [This example shows how to run an Agent using our MCP integration in the Agno OS.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/mcp-demo.md) - [Multiple Knowledge Bases](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/multiple-knowledge-bases.md) - [Advanced Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/overview.md) - [Advanced Demo Reasoning Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/reasoning-demo.md) - [Example showing a reasoning Agent in the AgentOS.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/reasoning-model.md) - [Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/teams.md) - [Teams Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/advanced-demo/teams-demo.md) - [Agno Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/agno-agent.md) - [Example: Per-Hook Background Control with AgentAsJudgeEval in AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/background-evals-example.md) - [Example: Using Background Post-Hooks in AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/background-hooks-decorator.md) - [Example: Using Background Post-Hooks in AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/background-hooks-example.md) - [Example: Background Hooks with Teams in AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/background-hooks-team.md) - [Example: Background Hooks with Workflows in AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/background-hooks-workflow.md) - [Example: Background Output Evaluation with Agent-as-Judge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/background-output-evaluation.md) - [Background Tasks Evals Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/evals-demo.md) - [Background Tasks](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/background-tasks/overview.md) - [Minimal example for AgentOS.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/basic.md) - [Basic A2A Messaging with A2AClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/basic-messaging.md) - [Connect Agno A2AClient to Google ADK A2A Server.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/connect-to-google-adk.md) - [Error Handling with A2AClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/error-handling.md) - [Multi-Turn Conversations with A2AClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/multi-turn.md) - [Agno AgentOS A2A Server for testing A2AClient.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/servers/agno-server.md) - [Google ADK A2A Server for testing A2AClient.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/servers/google-adk-server.md) - [Servers](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/servers/overview.md) - [Streaming A2A Messages with A2AClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client-a2a/streaming.md) - [Basic AgentOSClient Example](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/basic-client.md) - [Knowledge Search with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/knowledge-search.md) - [Memory Operations with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/memory-operations.md) - [Client](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/overview.md) - [Running Agents with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/run-agents.md) - [Running Evaluations with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/run-evals.md) - [Running Teams with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/run-teams.md) - [Running Workflows with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/run-workflows.md) - [AgentOS Server for Cookbook Client Examples](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/server.md) - [Session Management with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/session-management.md) - [Uploading Content to Knowledge Base with AgentOSClient](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/client/upload-content.md) - [Example AgentOS app with a custom FastAPI app with basic routes.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/custom-fastapi-app.md) - [Example AgentOS app with a custom health endpoint.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/custom-health-endpoint.md) - [Example AgentOS app where the agent has a custom lifespan.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/custom-lifespan.md) - [Example for AgentOS to show how to generate custom events.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/handle-custom-events.md) - [Example AgentOS app with a custom FastAPI app with conflicting routes.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/override-routes.md) - [Customize](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/overview.md) - [Example for AgentOS to show how to pass dependencies to an agent.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/pass-dependencies-to-agent.md) - [Update From Lifespan](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/customize/update-from-lifespan.md) - [AgentOS Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/agentos-default-db.md) - [Example showing how to use AgentOS with a DynamoDB database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/dynamo.md) - [Example showing how to use AgentOS with a Firestore database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/firestore.md) - [Example showing how to use AgentOS with JSON files hosted in GCS as database.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/gcs-json.md) - [Example showing how to use AgentOS with JSON files as database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/json-db.md) - [Mongo Database Backend](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/mongo.md) - [MySQL Database Backend](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/mysql.md) - [Example showing how to use AgentOS with Neon as our database provider](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/neon.md) - [Postgres Database Backend](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/postgres.md) - [Example showing how to use AgentOS with Redis as database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/redis-db.md) - [Example showing how to use AgentOS with SingleStore as our database provider](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/singlestore.md) - [Example showing how to use AgentOS with a SQLite database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/sqlite.md) - [Example showing how to use AgentOS with Supabase as our database provider](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/supabase.md) - [Example showing how to use AgentOS with SurrealDB as database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/surreal.md) - [Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/surreal-db/agents.md) - [Db](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/surreal-db/db.md) - [Surreal Db](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/surreal-db/overview.md) - [SurrealDB + AgentOS demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/surreal-db/run.md) - [Teams](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/surreal-db/teams.md) - [Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/dbs/surreal-db/workflows.md) - [AgentOS Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/demo.md) - [Factory with HITL Tool](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/factories/hitl-factory.md) - [Factory with Input Schema](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/factories/input-schema-factory.md) - [JWT-Driven Factory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/factories/jwt-role-factory.md) - [Factories](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/factories/overview.md) - [Per-tenant Agent Factory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/factories/tenant-agent-factory.md) - [Integrations](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/integrations/overview.md) - [Example for AgentOS with Shopify tools.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/integrations/shopify-demo.md) - [Agent With Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/agent-with-tools.md) - [Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/basic.md) - [Airbnb Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/multi-agent-a2a/airbnb-agent.md) - [Trip Planning A2A Client](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/multi-agent-a2a/trip-planning-a2a-client.md) - [Weather Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/multi-agent-a2a/weather-agent.md) - [Reasoning Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/reasoning-agent.md) - [Research Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/research-team.md) - [Structured Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/a2a/structured-output.md) - [Silent External Tools - Suppress verbose messages in frontends](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/agui/agent-with-silent-tools.md) - [Agent With Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/agui/agent-with-tools.md) - [Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/agui/basic.md) - [Multiple Instances](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/agui/multiple-instances.md) - [Reasoning Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/agui/reasoning-agent.md) - [Research Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/agui/research-team.md) - [Structured Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/agui/structured-output.md) - [AgentOS Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/all-interfaces.md) - [Agent With User Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/agent-with-user-memory.md) - [Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/basic.md) - [Basic Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/basic-workflow.md) - [Channel Summarizer](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/channel-summarizer.md) - [File Analyst](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/file-analyst.md) - [Multiple Instances](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/multiple-instances.md) - [Reasoning Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/reasoning-agent.md) - [Research Assistant](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/research-assistant.md) - [Support Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/slack/support-team.md) - [Agent With Media](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/agent-with-media.md) - [Agent With User Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/agent-with-user-memory.md) - [Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/basic.md) - [Image Generation Model](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/image-generation-model.md) - [Image Generation Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/image-generation-tools.md) - [Multiple Instances](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/multiple-instances.md) - [Whatsapp](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/overview.md) - [Reasoning Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/interfaces/whatsapp/reasoning-agent.md) - [Agentos Excel Analyst](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/knowledge/agentos-excel-analyst.md) - [AgentOS Knowledge (Sync And Async)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/knowledge/agentos-knowledge.md) - [Agno docs agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/knowledge/agno-docs-agent.md) - [Knowledge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/knowledge/overview.md) - [AgentOS with MCPTools using dynamic headers.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/dynamic-headers/client.md) - [Simple MCP server that logs headers received from clients.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/dynamic-headers/server.md) - [Example AgentOS app with MCP enabled.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/enable-mcp-example.md) - [Example AgentOS app where the agent has MCPTools.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/mcp-tools-advanced-example.md) - [Example AgentOS app where the agent has MCPTools.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/mcp-tools-example.md) - [Example AgentOS app where the agent has MCPTools.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/mcp-tools-existing-lifespan.md) - [Mcp Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/overview.md) - [First run the AgentOS with enable_mcp=True](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/mcp-demo/test-client.md) - [Agent Os With Custom Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/middleware/agent-os-with-custom-middleware.md) - [This example demonstrates how to use our JWT middleware with AgentOS.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/middleware/agent-os-with-jwt-middleware.md) - [Agent Os With Jwt Middleware Cookies](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/middleware/agent-os-with-jwt-middleware-cookies.md) - [Custom Fastapi App With Jwt Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/middleware/custom-fastapi-app-with-jwt-middleware.md) - [Extract Content Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/middleware/extract-content-middleware.md) - [Example demonstrating how to use guardrails with an Agno Agent.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/middleware/guardrails-demo.md) - [Middleware](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/middleware/overview.md) - [Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/os-config/basic.md) - [Os Config](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/os-config/overview.md) - [Yaml Config](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/os-config/yaml-config.md) - [Agent Os](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/overview.md) - [Basic RBAC Example with AgentOS (Asymmetric Keys)](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/asymmetric/basic.md) - [Custom Scope Mappings Example](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/asymmetric/custom-scope-mappings.md) - [Symmetric Advanced Scopes](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/symmetric/advanced-scopes.md) - [Per-Agent Permissions Example with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/symmetric/agent-permissions.md) - [Basic RBAC Example with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/symmetric/basic.md) - [Custom Scope Mappings Example](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/symmetric/custom-scope-mappings.md) - [Symmetric](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/symmetric/overview.md) - [Basic RBAC Example with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/rbac/symmetric/with-cookie.md) - [Google ADK A2A Server for Cookbook Examples.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/adk-server.md) - [Remote Agent Os Gateway](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/agent-os-gateway.md) - [Agno A2A Server for Cookbook Examples.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/agno-a2a-server.md) - [Remote](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/overview.md) - [Example demonstrating how to connect to a remote Google ADK agent.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/remote-adk-agent.md) - [Examples demonstrating AgentOSRunner for remote execution.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/remote-agent.md) - [Example demonstrating how to connect to a remote Agno A2A agent.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/remote-agno-a2a-agent.md) - [Examples demonstrating AgentOSRunner for remote execution.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/remote-team.md) - [AgentOS Server for Cookbook Client Examples](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/remote/server.md) - [Async schedule management using the async ScheduleManager API.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/async-schedule.md) - [Basic scheduled agent run.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/basic-schedule.md) - [Running the scheduler inside AgentOS with programmatic schedule creation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/demo.md) - [Multi-agent scheduling with different cron patterns and payloads.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/multi-agent-schedules.md) - [Scheduler](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/overview.md) - [Using the scheduler REST API endpoints directly.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/rest-api-schedules.md) - [Viewing and analyzing schedule run history.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/run-history.md) - [Schedule management via REST API.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/schedule-management.md) - [Schedule validation and error handling.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/schedule-validation.md) - [Running the scheduler inside AgentOS with automatic polling](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/scheduler-with-agentos.md) - [Scheduling teams and workflows (not just agents).](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/scheduler/team-workflow-schedules.md) - [Agent Input And Output Schemas](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/schemas/agent-schemas.md) - [Schemas](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/schemas/overview.md) - [Team Input And Output Schemas](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/schemas/team-schemas.md) - [Get basic system information.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/skills/sample-skills/system-info/scripts/get-system-info.md) - [List files in a directory.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/skills/sample-skills/system-info/scripts/list-directory.md) - [Scripts](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/skills/sample-skills/system-info/scripts/overview.md) - [Skills With Agentos](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/skills/skills-with-agentos.md) - [Agent with knowledge tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/agent-with-knowledge-tracing.md) - [04 Agent With Reasoning Tools Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/agent-with-reasoning-tools-tracing.md) - [Traces with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/basic-agent-tracing.md) - [02 Basic Team Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/basic-team-tracing.md) - [Traces with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/basic-workflow-tracing.md) - [Traces with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/dbs/basic-agent-with-mongodb.md) - [Traces with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/dbs/basic-agent-with-postgresdb.md) - [Traces with AgentOS using SqliteDb](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/dbs/basic-agent-with-sqlite.md) - [Tracing](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/overview.md) - [Traces with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/tracing-with-multi-db-and-tracing-flag.md) - [Traces with AgentOS](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/tracing/tracing-with-multi-db-scenario.md) - [Basic Chat Workflow Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/basic-chat-workflow-agent.md) - [Basic Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/basic-workflow.md) - [Basic Workflow Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/basic-workflow-team.md) - [Customer Research Workflow Parallel](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/customer-research-workflow-parallel.md) - [Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/overview.md) - [Workflow With Conditional](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-conditional.md) - [Workflow With Custom Function Executors](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-custom-function.md) - [Workflow With Custom Function Updating Session State](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-custom-function-updating-session-state.md) - [Workflow With History](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-history.md) - [Workflow With Input Schema](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-input-schema.md) - [Workflow With Loop](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-loop.md) - [Workflow With Nested Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-nested-steps.md) - [Workflow With Parallel](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-parallel.md) - [Workflow With Parallel And Custom Function Step Stream](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-parallel-and-custom-function-step-stream.md) - [Workflow With Router](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-router.md) - [Workflow With Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agent-os/workflow/workflow-with-steps.md) - [Advanced Compression](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/advanced-compression.md) - [Agent Serialization](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/agent-serialization.md) - [03 Automatic Cultural Management](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/automatic-cultural-management.md) - [Example demonstrating background execution with polling and cancellation.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/background-execution.md) - [Background Execution Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/background-execution-metrics.md) - [Example demonstrating background execution with structured output.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/background-execution-structured.md) - [Basic Agent Events](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/basic-agent-events.md) - [Cache Model Response](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/cache-model-response.md) - [Cancel Run](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/cancel-run.md) - [Compression Events](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/compression-events.md) - [Concurrent Execution](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/concurrent-execution.md) - [01 Create Cultural Knowledge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/create-cultural-knowledge.md) - [Culture Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/culture-metrics.md) - [Example demonstrating a custom cancellation manager.](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/custom-cancellation-manager.md) - [Custom Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/custom-logging.md) - [Debug](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/debug.md) - [04 Manually Add Culture](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/manually-add-culture.md) - [Multi-Model Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/multi-model-metrics.md) - [Advanced](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/overview.md) - [Reasoning Agent Events](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/reasoning-agent-events.md) - [Retries](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/retries.md) - [Session Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/session-metrics.md) - [Session Summary Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/session-summary-metrics.md) - [SSE Reconnection](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/sse-reconnect.md) - [Streaming Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/streaming-metrics.md) - [Tool Call Compression](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/tool-call-compression.md) - [Tool Call Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/tool-call-metrics.md) - [02 Use Cultural Knowledge In Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/advanced/use-cultural-knowledge-in-agent.md) - [Approval Async](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/approval-async.md) - [Approval Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/approval-basic.md) - [Approval External Execution](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/approval-external-execution.md) - [Approval List And Resolve](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/approval-list-and-resolve.md) - [Approval Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/approval-team.md) - [Approval User Input](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/approval-user-input.md) - [Audit Approval Async](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/audit-approval-async.md) - [Audit Approval Confirmation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/audit-approval-confirmation.md) - [Audit Approval External](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/audit-approval-external.md) - [Audit Approval Overview](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/audit-approval-overview.md) - [Audit Approval User Input](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/approvals/audit-approval-user-input.md) - [Agent with Instructions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/basics/agent-with-instructions.md) - [Agent with Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/basics/agent-with-tools.md) - [Basic Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/basics/basic-agent.md) - [Few Shot Learning](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/context-management/few-shot-learning.md) - [Filter Tool Calls From History](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/context-management/filter-tool-calls-from-history.md) - [Instructions](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/context-management/instructions.md) - [Instructions With State](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/context-management/instructions-with-state.md) - [Introduction Message](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/context-management/introduction-message.md) - [System Message](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/context-management/system-message.md) - [Dependencies In Context](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/dependencies/dependencies-in-context.md) - [Dependencies In Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/dependencies/dependencies-in-tools.md) - [Dynamic Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/dependencies/dynamic-tools.md) - [Custom Guardrail](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/guardrails/custom-guardrail.md) - [Openai Moderation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/guardrails/openai-moderation.md) - [Output Guardrail](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/guardrails/output-guardrail.md) - [Guardrails](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/guardrails/overview.md) - [Pii Detection](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/guardrails/pii-detection.md) - [Prompt Injection](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/guardrails/prompt-injection.md) - [Hooks](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/hooks/overview.md) - [Post Hook Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/hooks/post-hook-output.md) - [Pre Hook Input](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/hooks/pre-hook-input.md) - [Session State Hooks](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/hooks/session-state-hooks.md) - [Stream Hook](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/hooks/stream-hook.md) - [Tool Hooks](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/hooks/tool-hooks.md) - [Agentic User Input](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/agentic-user-input.md) - [Confirmation Advanced](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/confirmation-advanced.md) - [Confirmation Required](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/confirmation-required.md) - [Confirmation Required MCP Toolkit](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/confirmation-required-mcp-toolkit.md) - [Confirmation Toolkit](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/confirmation-toolkit.md) - [External Tool Execution](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/external-tool-execution.md) - [Human In The Loop](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/overview.md) - [User Input Required](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/human-in-the-loop/user-input-required.md) - [Expected Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/expected-output.md) - [Input Formats](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/input-formats.md) - [Input Schema](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/input-schema.md) - [Output Model](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/output-model.md) - [Output Schema](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/output-schema.md) - [Input Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/overview.md) - [Parser Model](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/parser-model.md) - [Response As Variable](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/response-as-variable.md) - [Save To File](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/save-to-file.md) - [Streaming](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/input-output/streaming.md) - [Agentic Rag](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/agentic-rag.md) - [Agentic Rag With Reasoning](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/agentic-rag-with-reasoning.md) - [Agentic Rag With Reranking](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/agentic-rag-with-reranking.md) - [Custom Retriever](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/custom-retriever.md) - [Knowledge Filters](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/knowledge-filters.md) - [Knowledge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/overview.md) - [Rag Custom Embeddings](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/rag-custom-embeddings.md) - [References Format](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/references-format.md) - [Traditional Rag](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/knowledge/traditional-rag.md) - [Learning Machine](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/memory-and-learning/learning-machine.md) - [Memory Manager](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/memory-and-learning/memory-manager.md) - [Audio Input Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/audio-input-output.md) - [Audio Sentiment Analysis](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/audio-sentiment-analysis.md) - [Audio Streaming](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/audio-streaming.md) - [Audio To Text](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/audio-to-text.md) - [Image To Audio](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/image-to-audio.md) - [Image To Image](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/image-to-image.md) - [Image To Structured Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/image-to-structured-output.md) - [Image To Text](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/image-to-text.md) - [Media Input For Tool](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/media-input-for-tool.md) - [Multimodal](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/overview.md) - [Video Caption](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/multimodal/video-caption.md) - [Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/overview.md) - [Basic Reasoning](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/reasoning/basic-reasoning.md) - [Reasoning With Model](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/reasoning/reasoning-with-model.md) - [Basic Skills](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/skills/basic-skills.md) - [Check Style](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/skills/sample-skills/code-review/scripts/check-style.md) - [Commit Message](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/skills/sample-skills/git-workflow/scripts/commit-message.md) - [Agentic Session State](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/agentic-session-state.md) - [Chat History](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/chat-history.md) - [Dynamic Session State](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/dynamic-session-state.md) - [Last N Session Messages](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/last-n-session-messages.md) - [State And Session](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/overview.md) - [Persistent Session](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/persistent-session.md) - [Session Options](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/session-options.md) - [Session State Advanced](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/session-state-advanced.md) - [Session State Basic](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/session-state-basic.md) - [Session State Events](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/session-state-events.md) - [Session State Manual Update](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/session-state-manual-update.md) - [Session State Multiple Users](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/session-state-multiple-users.md) - [Session Summary](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/state-and-session/session-summary.md) - [Callable Tools Factory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/tools/callable-tools.md) - [Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/tools/overview.md) - [Session State Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/tools/session-state-tools.md) - [Team Callable Members](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/tools/team-callable-members.md) - [Tool Call Limit](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/tools/tool-call-limit.md) - [Tool Choice](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/agents/tools/tool-choice.md) - [Agentic Search over Knowledge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-search-over-knowledge.md) - [Agent with Guardrails](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-with-guardrails.md) - [Agent with Memory](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-with-memory.md) - [Agent with State Management](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-with-state-management.md) - [Agent with Storage](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-with-storage.md) - [Agent with Structured Output](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-with-structured-output.md) - [Agent with Tools](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-with-tools.md) - [Agent with Typed I/O](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/agent-with-typed-input-output.md) - [Custom Tool for Self-Learning](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/custom-tool-for-self-learning.md) - [Human in the Loop](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/human-in-the-loop.md) - [Multi-Agent Team](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/multi-agent-team.md) - [Quickstart](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/overview.md) - [Agent OS - Web Interface for Your Agents](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/run.md) - [Sequential Workflow](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/basics/sequential-workflow.md) - [AgentOS Registry App](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/agent-os-registry.md) - [AgentOS Registry Demo](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/demo.md) - [Load Agent from Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/get-agent.md) - [Load Team from Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/get-team.md) - [Load Workflow from Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/get-workflow.md) - [Components](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/overview.md) - [Registry for Non-Serializable Components](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/registry.md) - [Save Agent to Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/save-agent.md) - [Save Team to Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/save-team.md) - [Save Workflow to Database](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/save-workflow.md) - [Workflows](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/workflows/overview.md) - [Save Conditional Workflow Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/workflows/save-conditional-steps.md) - [Save Custom Executor Workflow Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/workflows/save-custom-steps.md) - [Save Loop Workflow Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/workflows/save-loop-steps.md) - [Save Parallel Workflow Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/workflows/save-parallel-steps.md) - [Save Router Workflow Steps](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/components/workflows/save-router-steps.md) - [Comparison Accuracy Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/accuracy-9-11-bigger-or-9-99.md) - [Basic Accuracy Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/accuracy-basic.md) - [Accuracy Eval Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/accuracy-eval-metrics.md) - [Team Accuracy Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/accuracy-team.md) - [Given Answer Accuracy Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/accuracy-with-given-answer.md) - [Tool-Enabled Accuracy Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/accuracy-with-tools.md) - [Accuracy Evaluation with Database Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/db-logging.md) - [Accuracy Evaluation with Custom Evaluator Agent](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/evaluator-agent.md) - [Accuracy](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/accuracy/overview.md) - [Basic Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-basic.md) - [Batch Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-batch.md) - [Binary Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-binary.md) - [Custom Evaluator Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-custom-evaluator.md) - [Agent-as-Judge Eval Metrics](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-eval-metrics.md) - [Post-Hook Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-post-hook.md) - [Team Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-team.md) - [Team Post-Hook Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-team-post-hook.md) - [Guideline-Based Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-with-guidelines.md) - [Tool-Using Agent-as-Judge Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/agent-as-judge-with-tools.md) - [Agent As Judge](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/agent-as-judge/overview.md) - [Evals](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/overview.md) - [Async Function Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/async-function.md) - [AutoGen Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/comparison/autogen-instantiation.md) - [CrewAI Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/comparison/crewai-instantiation.md) - [LangGraph Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/comparison/langgraph-instantiation.md) - [OpenAI Agents Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/comparison/openai-agents-instantiation.md) - [PydanticAI Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/comparison/pydantic-ai-instantiation.md) - [Smolagents Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/comparison/smolagents-instantiation.md) - [Performance Evaluation with Database Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/db-logging.md) - [Agent Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/instantiate-agent.md) - [Agent-with-Tool Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/instantiate-agent-with-tool.md) - [Team Instantiation Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/instantiate-team.md) - [Performance](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/overview.md) - [Memory Update Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/response-with-memory-updates.md) - [Storage-Backed Response Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/response-with-storage.md) - [Simple Response Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/simple-response.md) - [Team Memory and Reasoning Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/team-response-with-memory-and-reasoning.md) - [Multi-User Team Memory Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/team-response-with-memory-multi-user.md) - [Simple Team Memory Performance Evaluation](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/performance/team-response-with-memory-simple.md) - [Reliability Evaluation with Database Logging](https://agno-v2-fix-restore-interface-setup-docs.mintlify.app/examples/evals/reliability/db-logging.md) _Note: this index was truncated to stay under 100,000 characters; 2655 pages and 1 OpenAPI spec omitted._