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chore: import upstream snapshot with attribution
2026-07-13 12:30:44 +08:00

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---
title: Agno
description: Give Agno agents shell-based filesystem access to any Mirage workspace using MirageToolkit.
icon: /images/agno-logo.svg
---
[Agno](https://github.com/agno-agi/agno) is an agent framework that groups related tools into `Toolkit` classes. Mirage ships `MirageToolkit`, a toolkit backed by a `Workspace` instead of the host machine. The agent gets five shell-style tools (`execute`, `read`, `write`, `ls`, `grep`); mount RAM, S3, GDrive, Slack, etc. and the agent uses them through the same Agno API.
## Install
```bash
uv add 'mirage-ai[agno]'
```
Requires `agno>=2.4.0`: the toolkit registers async variants through Agno's `async_tools` parameter, which was added in 2.4.0.
## Usage
```python
import asyncio
from agno.agent import Agent
from agno.models.openai import OpenAIChat
from mirage import MountMode, RAMResource, Workspace
from mirage.agents.agno import MirageToolkit
ws = Workspace({"/data": RAMResource()}, mode=MountMode.WRITE)
agent = Agent(
model=OpenAIChat(id="gpt-4o"),
tools=[MirageToolkit(ws)],
instructions=("You have access to a virtual filesystem via shell "
"tools. Use them to explore and read files."),
markdown=True,
)
async def main() -> None:
await ws.execute('echo "hello from mirage" | tee /data/hello.txt')
await agent.aprint_response(
"List all files under /data and show the contents of each one.")
asyncio.run(main())
```
## Tools
Every tool is registered as a sync + async pair under one name; Agno picks the async variant in `arun`/`aprint_response` and the sync variant otherwise.
| Tool | Mirage translation |
| --- | --- |
| `execute(command)` | `await ws.execute(command)`, full shell with pipes |
| `read(path)` | `cat <path>` |
| `write(path, content)` | `tee <path>` with `stdin=` |
| `ls(path="/")` | `ls <path>` |
| `grep(pattern, path)` | `grep -r <pattern> <path>` |
## Exports
| Symbol | Purpose |
| --- | --- |
| `MirageToolkit` | Agno `Toolkit` exposing the 5 shell tools, backed by `Workspace.execute`. |
| `MIRAGE_SYSTEM_PROMPT` | Default system prompt describing the virtual filesystem. |
| `build_system_prompt` | Compose the default prompt with mount info and extra instructions. |
## Examples
- [`examples/python/agents/agno/agno_example.py`](https://github.com/strukto-ai/mirage/blob/main/examples/python/agents/agno/agno_example.py), `Agent` with `MirageToolkit` over a RAM workspace, sync and async.