agno-agi/Agno
Build, run, and manage agent platforms.
Agno is an open-source Python SDK for building, running, and managing agent platforms, used by developers who want to own their agent stack. You build agents with any framework, then run them as production services with tracing, scheduling, and role-based access from a single control plane.
Our Review
Agno is one of the most-starred agent toolkits on GitHub, with 40,000 stars and an Apache-2.0 license. Its pitch is ownership: you build with any framework, then run and govern those agents on infrastructure you control, rather than handing your data and context to a hosted agent service.
What Agno does:
- •Framework-agnostic agents build agents with any framework or Agno's own primitives; it does not lock you into one approach.
- •Production runtime run agents as real services with tracing, scheduling, and human-review loops built in.
- •Role-based access control govern who can run, edit, and view agents with RBAC, suited to teams and regulated environments.
- •Single control plane manage every agent, its memory, context, and tools from one UI instead of scattered scripts.
- •Own your stack run the platform in your own cloud so your data, context, and tools stay under your control.
- •Memory and context management give agents persistent memory and structured context across runs.
Getting started:
Install with pip install agno, define an agent in Python, and run it locally; add the control plane to manage agents as services. Docs at docs.agno.com.
Limitations:
Agno is a developer SDK, so building and operating an agent platform is a coding and infrastructure task, not a no-code setup. The project moves fast (it reached v2 in 2026), so APIs can change between major versions. Running production services with tracing and RBAC means you take on the hosting and scaling yourself, and the breadth of the platform is more than a single simple agent needs.
Our Verdict
Agno is a strong choice in 2026 for teams that want to run AI agents in production without giving up control of their stack. If a hosted agent platform feels like too much lock-in, Agno lets you build with any framework and run the whole thing (tracing, RBAC, and control plane) in your own cloud, with 40,000 stars behind it.
For developers, Agno installs as a Python package and scales up to a full control plane with role-based access and human-review loops. Because it is framework-agnostic, you are not forced to rewrite existing agents; you wrap them and gain the production layer (scheduling, memory, observability) that raw agent code usually lacks.
Skip Agno if you just need a single quick agent or a no-code builder; a lighter framework or a hosted service is less to operate. If you are happy handing your data to a managed agent platform, that path needs less infrastructure than running Agno yourself.
Frequently Asked Questions
What is Agno?
Agno is an open-source SDK for building, running, and managing agent platforms, developed by the agno-agi team. You build agents with any framework, run them as production services with tracing, scheduling, and role-based access control, and manage everything from a single control plane. The emphasis is on owning your agent stack rather than depending on a hosted service.
Is Agno free and open source?
Yes. Agno is released under the Apache-2.0 license and is free and open source as of 2026. You can install the Python SDK and run the platform in your own cloud at no licensing cost. The costs you take on are the infrastructure you run it on and the LLM provider calls your agents make.
What can I build with Agno?
Agno is for production agent systems rather than one-off scripts. Teams use it to build and operate multiple agents as governed services, with persistent memory, scheduling, human-in-the-loop review, and observability. Because it is framework-agnostic, you can bring agents built with other frameworks and add Agno's production runtime and control plane around them.
How is Agno different from a hosted agent platform?
A hosted agent platform runs your agents on the vendor's infrastructure and stores your data there. Agno is self-hosted: you run the same production runtime, RBAC, and control plane in your own cloud, keeping data and context under your control. Choose a hosted platform for minimal ops; choose Agno when ownership, privacy, or compliance matter.
Does Agno lock me into one agent framework?
No. Agno is framework-agnostic as of 2026: you can build agents with your preferred framework or its own primitives and still get the platform layer. That means you can adopt Agno for production runtime, memory, and governance without rewriting agents you already built, and you keep the option to change frameworks later.
How do I install Agno?
Visit the GitHub repository at https://github.com/agno-agi/agno for installation instructions.
What license does Agno use?
Agno uses the Apache-2.0 license.
What are alternatives to Agno?
Explore related tools and alternatives on My AI Guide.
Open source & community-verified
Apache-2.0 licensed: free to use in any project, no strings attached. 40,496 developers have starred this, meaning the community has reviewed and trusted it.
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