Quickstart

Build your first agent with tools, structured output, memory, knowledge, guardrails.

This guide walks through the basics of building Agents with Agno. Each example builds on the previous one, from a simple agent with tools to multi-agent teams and workflows.

#ExampleWhat You'll Learn
01Agent with ToolsGive an agent tools to fetch real-time data
02Agent with Structured OutputRequest structured output and check the parsed type
03Agent with Typed Input and OutputValidate inputs and check parsed output types
04Agent with StoragePersist conversations across runs with session management
05Agent with MemoryRemember user preferences across sessions
06Agent with State ManagementTrack, modify, and persist structured state
07Agentic Search over KnowledgeLoad documents into a knowledge base and search with hybrid search
08Agent with LearningSave and search reusable learnings across users
09Agent with GuardrailsAdd input validation, PII detection, and prompt injection checks
10Human in the LoopRequire user confirmation before executing tools
11Multi-Agent TeamCoordinate multiple agents by organizing them into a team
12Sequential WorkflowSequentially execute agents, teams, and functions in a pipeline
13Agent OSStart the API/runtime and connect it to the AgentOS control plane