Agno Multi-Agent Framework

Build multi-agent systems in Python with Agno. Compose agents and teams, run them on the AgentOS runtime, integrate MCP servers and tools, and add memory and knowledge for production agentic apps.

This skill develops agentic applications with the Agno framework. It defines agents with tools, memory, and knowledge, coordinates teams of agents, runs workloads on the AgentOS runtime, and integrates MCP servers so agents can call external tools — with patterns for structured outputs, reasoning, and production deployment.

When to use

Use when building multi-agent systems or agentic apps in Python with Agno, including teams, AgentOS runtime, MCP integration, memory, and knowledge.

Examples

Build a team of agents

Coordinate specialized agents

Build an Agno team with a researcher agent and a writer agent that collaborate to produce a market report

Add MCP tools

Give agents external tools

Wire an MCP server into my Agno agent so it can query our database and call the GitHub API