Agno

Profile

Overview

The bottom line — what this framework is, who it's for, and when to walk away.

Bottom Line Up Front

Agno provides a production-grade runtime for building, deploying, and managing agentic software, from single agents to coordinated teams and workflows. It features a scalable, stateless FastAPI backend, robust state management in your database, and a control plane for monitoring and governance. It emphasizes user ownership of data and infrastructure.

Best For

Building, deploying, and managing scalable, production-ready agentic software, teams, and workflows.

Avoid If

no data

Strengths

  • +Runtime specifically designed for agentic software, teams, and workflows.
  • +Includes memory, knowledge, guardrails, and over 100 integrations for agent development.
  • +Provides a stateless, horizontally scalable FastAPI backend for production deployment.
  • +Offers a control plane (AgentOS UI) for testing, monitoring, and managing systems in production.
  • +Supports per-user and per-session isolation with runtime approval enforcement.
  • +Features native tracing and full auditability.
  • +Stores sessions, memory, knowledge, and traces in the user's database, ensuring data ownership.
  • +Runs in the user's infrastructure, not Agno's.

Weaknesses

    Project Health

    Is this project alive, well-maintained, and safe to bet on long-term?

    Stars

    39,402

    Open Issues

    721

    Last Commit

    0d ago

    Commit Frequency

    25x/week

    Bus Factor Score

    8 / 10

    Maintainers

    100

    Latest Version

    v2.5.16

    Total Releases

    100

    Repo Age

    3y 11mo

    Forks

    5,250

    Monthly Downloads

    1.7M

    last 30 days

    Versions Published

    198

    Known Vulnerabilities

    2Highest: Critical

    Dependent Repos

    0

    public repos using this

    Fit

    Does it support the workflows, patterns, and capabilities your team actually needs?

    State Management

    State is managed externally in the user's database for sessions, memory, knowledge, and traces, with a stateless, session-scoped FastAPI backend.

    Perspective

    Your expertise shapes what we build next.

    We build for engineers who make real architectural decisions. If something is missing, inaccurate, or could be more useful — we want to hear it.

    Last updated: 14 April 2026

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