agno 2.8.6


pip install agno

  Latest version

Released: Jul 30, 2026


Meta
Author: Agno Team
Requires Python: <4,>=3.9

Classifiers

Intended Audience
  • Developers

Development Status
  • 5 - Production/Stable

Programming Language
  • Python :: 3
  • Python :: 3.9
  • Python :: 3.10
  • Python :: 3.11
  • Python :: 3.12
  • Python :: 3.13

Operating System
  • OS Independent

License
  • OSI Approved :: Apache Software License

Topic
  • Scientific/Engineering :: Artificial Intelligence

Build, run, and manage agent platforms.

Introduction

Agno is a framework and runtime for agent platforms. Build agents, run them as a service, manage your platform using a web UI.

  • Build your agent platform using the Agno SDK.
  • Run your agent platform using the AgentOS runtime.
  • Manage everything using the AgentOS UI.

Agno allows you to own your agent stack. Maintain control of your data, memory, and security posture (JWT-based RBAC), and turn your agent platform into a learning loop with simulations and usage data.

demo-os

Get started

Hand this prompt to your coding agent (Claude Code, Cursor, Codex):

Help me set up my agent platform.

Clone https://github.com/agno-agi/agentos-railway into a folder called
agent-platform, cd in, read the README, and follow the get started guide.

Your coding agent will set up your agent platform and run it locally using Docker, giving you a REST API for serving your agents, a Postgres database for storing your data and traces, an MCP server, and a control plane.

Deploying somewhere else? Use the same prompt but point it to a different repo. The starter templates are identical except for the deploy scripts: swap agentos-railway for agentos-docker, agentos-aws, agentos-gcp, agentos-azure, agentos-fly, agentos-render, agentos-modal, or agentos-helm.

Prefer to code by hand?

Features

  • Production API. 50+ endpoints with SSE and websockets to build a product on top.
  • Storage. Store sessions, memory, knowledge, and traces in your own database.
  • 100+ integrations. Connect to GitHub, Slack, Postgres, and more using pre-built toolkits.
  • Context Providers. Access live data from Slack, Drive, wikis, MCP, and custom sources.
  • Human approval. Pause runs for user confirmation. Block tools that require admin approval.
  • Observability. Monitor with OpenTelemetry tracing, run history, and audit logs.
  • Security. Get JWT-based RBAC and multi-user, multi-tenant isolation out of the box.
  • Interfaces. Expose your agents via Slack, Telegram, WhatsApp, Discord, AG-UI, A2A.
  • Scheduling. Cron-based scheduling and background jobs with no external infrastructure.
  • Deploy anywhere. Run on any cloud platform that runs containers. Docker, Railway, AWS, GCP.

Use Agno with your coding agent

Two options:

  1. Recommended: Add Agno docs as an MCP server. Add docs.agno.com/mcp to your favourite coding agent.
  2. Add Agno docs as an indexed source. In Cursor: Settings โ†’ Indexing & Docs โ†’ Add https://docs.agno.com/llms-full.txt. Also works in VSCode, Windsurf, and similar tools.

Read the full guide here.

Community

  • X: follow for releases and demos
  • Newsletter: monthly updates on what's shipping

Contributing

See the contributing guide.

License

Agno is distributed under the Apache-2.0 license.

Telemetry

Agno sends a telemetry event per agent run so we know which model providers to prioritize. Prompts, messages, and outputs are never sent. Disable by setting AGNO_TELEMETRY=false.

โ†‘ Back to top

2.8.6 Jul 30, 2026
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Wheel compatibility matrix

Platform Python 3
any

Files in release

Extras:
Dependencies:
agnoctl (>=0.1.1)
docstring-parser
h11 (>=0.16.0)
httpx[http2]
packaging
pydantic-settings
pydantic
pyyaml
rich
typing-extensions