Examples - Agno

The Agno cookbook contains 2000+ production-ready examples that showcase the full breadth of Agno. From simple agents to complex multi-agent systems with memory, knowledge, reasoning, and learning.

By the Numbers

Category	Count	Highlights
Examples	2000+	Agents, teams, workflows, knowledge, RAG
Model Providers	40+	OpenAI, Anthropic, Google, Groq, Mistral, local models
Tools	100+	MCP, search, data, communication, AI/media, dev tools
Storage Backends	13	PostgreSQL, SQLite, MongoDB, MySQL, Redis, DynamoDB
Vector Databases	18	PgVector, Pinecone, Qdrant, Weaviate, Milvus, Chroma

Quickstart

Section	Description
Basics	Your first agents with storage, memory, knowledge, guardrails, HITL and more.

Primitives

Section	Description
Agents	Agent patterns: tools, storage, memory, knowledge, learnings, guardrails, multimodal, learning, HITL, hooks, skills and more.
Teams	Multi-agent coordination: modes, structured I/O, human-in-the-loop, knowledge, guardrails, dependencies and more.
Workflows	Workflow orchestration: sequential, conditional, parallel, loops, branching, and CEL.

Context

Section	Description
Storage	Database backends: PostgreSQL, MongoDB, SQLite, MySQL, Redis.
Knowledge	Vector databases, embedders, readers, chunking, filters, and search.
Memory	User memory persistence across runs, sessions, and agents.
Learning	Agents that learn, adapt, and improve from interactions.

Models

Section	Description
Models	40+ LLM providers: OpenAI, Anthropic, Google and more.

Tools

Section	Description
Tools	100+ built-in tools: MCP, custom tools, search, data, communication, AI/media.

More

Section	Description
Agent OS	AgentOS: clients, interfaces, databases, middleware, scheduling, and tracing.
Reasoning	Chain-of-thought reasoning with agents, models, tools, and teams.
Evals	Evaluation patterns: accuracy, agent-as-judge, performance, and reliability.
Integrations	External platforms: observability, RAG integrations, Discord, and more.
Components	Save and load agents, teams, and workflows to/from databases.

⌘I