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Agno is built for real-world Agent Engineering, helping engineers build, deploy, and scale multi-agent systems in production. Here are some key features that make Agno stand out:

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Core Intelligence

  • Model Agnostic: Works with any model provider so you can use your favorite LLMs.
  • Type Safe: Enforce structured I/O through input_schema and output_schema for predictable, composable behavior.
  • Dynamic Context Engineering: Inject variables, state, and retrieved data on the fly into context. Perfect for dependency-driven agents.

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Memory, Knowledge, and Persistence

  • Persistent Storage: Give your Agents, Teams, and Workflows a database to persist session history, state, and messages.
  • User Memory: Built-in memory system that allows Agents to recall user-specific context across sessions.
  • Agentic RAG: Connect to 20+ vector stores (called Knowledge in Agno) with hybrid search + reranking out of the box.
  • Culture (Collective Memory): Shared knowledge that compounds across agents and time.

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Execution & Control

  • Human-in-the-Loop: Native support for confirmations, manual overrides, and external tool execution.
  • Guardrails: Built-in safeguards for validation, security, and prompt protection.
  • Agent Lifecycle Hooks: Pre- and post-hooks to validate or transform inputs and outputs.
  • MCP Integration: First-class support for the Model Context Protocol (MCP) to connect Agents with external systems.
  • Toolkits: 113+ built-in toolkits with thousands of tools — ready for use across domains like data, code, web, and enterprise APIs.

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Runtime & Evaluation

  • Runtime: Pre-built FastAPI based runtime with SSE compatible endpoints, ready for production on day 1.
  • Control Plane (UI): Integrated interface to visualize, monitor, and debug agent activity in real time.
  • Natively Multimodal: Agents can process and generate text, images, audio, video, and files.
  • Evals: Measure your Agents’ Accuracy, Performance, and Reliability.

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Security & Privacy

  • Private by Design: Runs entirely in your cloud. The UI connects directly to your AgentOS from your browser — no data is ever sent externally.
  • Data Governance: Your data lives securely in your Agent database, with no external data sharing or vendor lock-in.
  • Access Control: Role-based access (RBAC) and per-agent permissions to protect sensitive contexts and tools.
Every part of Agno is built for real-world deployment, where developer experience meets production performance.
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