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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.

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By the Numbers

CategoryCountHighlights
Examples2000+Agents, teams, workflows, knowledge, RAG
Model Providers40+OpenAI, Anthropic, Google, Groq, Mistral, local models
Tools100+MCP, search, data, communication, AI/media, dev tools
Storage Backends13PostgreSQL, SQLite, MongoDB, MySQL, Redis, DynamoDB
Vector Databases18PgVector, Pinecone, Qdrant, Weaviate, Milvus, Chroma

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Quickstart

SectionDescription
BasicsYour first agents with storage, memory, knowledge, guardrails, HITL and more.

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Primitives

SectionDescription
AgentsAgent patterns: tools, storage, memory, knowledge, learnings, guardrails, multimodal, learning, HITL, hooks, skills and more.
TeamsMulti-agent coordination: modes, structured I/O, human-in-the-loop, knowledge, guardrails, dependencies and more.
WorkflowsWorkflow orchestration: sequential, conditional, parallel, loops, branching, and CEL.

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Context

SectionDescription
StorageDatabase backends: PostgreSQL, MongoDB, SQLite, MySQL, Redis.
KnowledgeVector databases, embedders, readers, chunking, filters, and search.
MemoryUser memory persistence across runs, sessions, and agents.
LearningAgents that learn, adapt, and improve from interactions.

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Models

SectionDescription
Models40+ LLM providers: OpenAI, Anthropic, Google and more.

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Tools

SectionDescription
Tools100+ built-in tools: MCP, custom tools, search, data, communication, AI/media.

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More

SectionDescription
Agent OSAgentOS: clients, interfaces, databases, middleware, scheduling, and tracing.
ReasoningChain-of-thought reasoning with agents, models, tools, and teams.
EvalsEvaluation patterns: accuracy, agent-as-judge, performance, and reliability.
IntegrationsExternal platforms: observability, RAG integrations, Discord, and more.
ComponentsSave and load agents, teams, and workflows to/from databases.