The self-improving agent platform
Agno is a self-improving agent platform. Build agents for your product, your team, or your customers. Run them as durable services. Improve them with use.
- Build agents with the Agno, Claude Agent, or Codex SDKs. Combine agents into teams and workflows.
- Run agents as durable services with built-in API and MCP. AgentOS handles authentication, role-based access, resume/replay, human approvals, scheduling, and durable execution.
- Improve your agents using traces, evaluations, and past conversations. Automate self-improvement by scheduling coding agents to investigate failures, simulate scenarios, and test incremental improvements.
Agno provides the orchestration and service layer around your agents, making them available as a REST API and MCP server. Build your agents once, make them available in:
- Your product: using the REST API.
- Claude and ChatGPT: using the MCP server.
- Chat apps like Slack: using Agno Interfaces.
Run your platform in your own cloud and keep your data in your control. Review conversations, inspect traces, manage knowledge, and track your agent activity using the AgentOS UI.
Build with any SDK. Run with AgentOS. Manage with the Control Plane.
| Layer | What it provides |
|---|---|
| SDK | Build agents with the Agno, Claude Agent, or Codex SDKs. |
| AgentOS | Run your agents as secure, durable services with an API and MCP server. |
| Control Plane | Monitor runs, inspect sessions, and manage your platform using the AgentOS UI. |
Agno is built for coding agents. Start with a pre-built template and give this prompt to your coding agent:
Help me set up my agent platform and build my first agent.
Clone https://github.com/agno-agi/agentos-railway into a folder called agent-platform, cd into it, and follow .agents/skills/setup-platform/SKILL.md.
The setup skill runs your platform locally and helps you build your first agent. You get:
- An API server and MCP server.
- PostgreSQL storage for conversations, memory, and platform activity.
- OS Manager to help build and manage your platform.
- Claude and Codex engineers to work on your code.
- Skills for building, evaluating, and improving agents.
- A Company workspace for organizing ongoing work, with a daily maintenance routine that reviews your codebase and Agno releases and proposes platform improvements.
Connect your platform to os.agno.com to start using it. Build agents with code, use the no-code UI, or chat with the OS Manager.
Start improving your agents and platform with the /improve skill. Keep useful changes and regression tests so each round builds on the last. When you're ready, configure scheduled improvement runs in a sandbox that return pull requests for review.
Choose a template for your cloud: Docker · Railway · AWS · GCP · Azure · Fly.io · Render · Modal · Helm
| Capability | What you can do |
|---|---|
| Agents, teams, and workflows | Build agents with routing, branching, loops, and parallel execution. |
| Memory and knowledge | Give agents long-term memory and access to your documents and data. |
| Tools and integrations | Connect agents to external services, databases, and MCP servers. |
| Durable execution | Run background work with persistent execution state. |
| Human approval | Pause work for review and resume after approval. |
| Observability | Inspect conversations, tool calls, traces, and evaluation results. |
| Scheduling | Run agents and workflows on a schedule. |
| Security | Configure authentication, role-based access, and user isolation. |
| Coding agents and sandboxes | Put Claude and Codex to work implementing and testing changes. |
| Company | Organize Products, Projects, Tasks, and recurring improvement routines. |
First, add Agno to your coding agent so it can read the tutorials as you build. Then, learn how to:
- Build your agent platform
- Serve agents as an API
- Serve agents over MCP
- Run Claude and Codex as services
- Read the documentation
Follow Agno on X for releases and demos, or subscribe to The Agno Loop.
See the contributing guide to contribute.
Agno is distributed under the Apache 2.0 license.
Agno sends a telemetry event per agent so we know which model providers to prioritize. Prompts, messages, and outputs are never sent. Disable by setting AGNO_TELEMETRY=false.