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---
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title: Agno
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description: Give Agno agents shell-based filesystem access to any Mirage workspace using MirageToolkit.
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icon: /images/agno-logo.svg
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---
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[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.
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## Install
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```bash
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uv add 'mirage-ai[agno]'
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```
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Requires `agno>=2.4.0`: the toolkit registers async variants through Agno's `async_tools` parameter, which was added in 2.4.0.
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## Usage
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```python
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import asyncio
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from agno.agent import Agent
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from agno.models.openai import OpenAIChat
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from mirage import MountMode, RAMResource, Workspace
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from mirage.agents.agno import MirageToolkit
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ws = Workspace({"/data": RAMResource()}, mode=MountMode.WRITE)
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agent = Agent(
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model=OpenAIChat(id="gpt-4o"),
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tools=[MirageToolkit(ws)],
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instructions=("You have access to a virtual filesystem via shell "
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"tools. Use them to explore and read files."),
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markdown=True,
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)
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async def main() -> None:
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await ws.execute('echo "hello from mirage" | tee /data/hello.txt')
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await agent.aprint_response(
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"List all files under /data and show the contents of each one.")
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asyncio.run(main())
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```
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## Tools
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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.
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| Tool | Mirage translation |
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| --- | --- |
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| `execute(command)` | `await ws.execute(command)`, full shell with pipes |
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| `read(path)` | `cat <path>` |
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| `write(path, content)` | `tee <path>` with `stdin=` |
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| `ls(path="/")` | `ls <path>` |
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| `grep(pattern, path)` | `grep -r <pattern> <path>` |
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## Exports
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| Symbol | Purpose |
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| --- | --- |
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| `MirageToolkit` | Agno `Toolkit` exposing the 5 shell tools, backed by `Workspace.execute`. |
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| `MIRAGE_SYSTEM_PROMPT` | Default system prompt describing the virtual filesystem. |
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| `build_system_prompt` | Compose the default prompt with mount info and extra instructions. |
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## Examples
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- [`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.
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