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<img src="https://raw.githubusercontent.com/mozilla-ai/any-agent/refs/heads/main/docs/images/any-agent-logo-mark.png" width="20%" alt="Project logo"/>
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# any-agent
[](https://github.com/mozilla-ai/any-agent/actions/workflows/docs.yaml/)
[](https://github.com/mozilla-ai/any-agent/actions/workflows/tests-integration.yaml/)
[](https://pypi.org/project/any-agent/)
<a href="https://discord.gg/4gf3zXrQUc">
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A single interface to use and evaluate different agent frameworks.
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> [!IMPORTANT]
> **`any-agent` is in soft deprecation.** It started as a research project to compare agent frameworks and refine a minimal common surface. That distillation has graduated to its own package: [`mozilla-ai-tinyagent`](https://github.com/mozilla-ai/tinyagent) (PyPI: `mozilla-ai-tinyagent`). For new projects we recommend using `tinyagent` directly.
>
> `any-agent` continues to be published and we'll take security/bug-fix PRs, but no new features are planned. Reach for `any-agent` when you specifically need to **run or evaluate agents across multiple frameworks** (Agno, Google ADK, LangChain, LlamaIndex, OpenAI Agents SDK, smolagents) under one API. If you only need the core agent loop, `mozilla-ai-tinyagent` is the leaner path.
## [Documentation](https://docs.mozilla.ai/any-agent/)
- [Agents](https://docs.mozilla.ai/any-agent/agents/)
- [Tools](https://docs.mozilla.ai/any-agent/agents/tools/)
- [Tracing](https://docs.mozilla.ai/any-agent/core-concepts/tracing)
- [Serving](https://docs.mozilla.ai/any-agent/core-concepts/serving)
- [Evaluation](https://docs.mozilla.ai/any-agent/core-concepts/evaluation)
## [Supported Frameworks](https://docs.mozilla.ai/any-agent/)
[](https://huggingface.co/blog/tiny-agents) [](https://github.com/google/adk-python) [](https://github.com/langchain-ai/langgraph) [](https://github.com/run-llama/llama_index) [](https://github.com/openai/openai-agents-python) [](https://github.com/huggingface/smolagents) [](https://github.com/agno-agi/agno)
### Planned for Support (Contributions Welcome!)
[Open Github tickets for new frameworks](https://github.com/mozilla-ai/any-agent/issues?q=is%3Aissue%20state%3Aopen%20label%3Aframeworks)
## Requirements
- Python 3.11 or newer
## Quickstart
Refer to [pyproject.toml](./pyproject.toml) for a list of the options available.
Update your pip install command to include the frameworks that you plan on using:
```bash
pip install 'any-agent'
```
To define any agent system you will always use the same imports:
```python
from any_agent import AgentConfig, AnyAgent
```
For this example we use a model hosted by Mistral, but you may need to set the relevant API key for whichever provider being used.
See our [Model Configuration docs](https://docs.mozilla.ai/any-agent/agents/models/) for more information about configuring models.
```bash
export MISTRAL_API_KEY="YOUR_KEY_HERE" # or OPENAI_API_KEY, etc
```
```python
from any_agent.tools import search_web, visit_webpage
agent = AnyAgent.create(
"tinyagent", # See all options in https://docs.mozilla.ai/any-agent/
AgentConfig(
model_id="mistral:mistral-small-latest",
instructions="Use the tools to find an answer",
tools=[search_web, visit_webpage]
)
)
agent_trace = agent.run("Which Agent Framework is the best??")
print(agent_trace)
```
> [!TIP]
> Multi-agent can be implemented [using Agents-As-Tools](https://docs.mozilla.ai/any-agent/agents/tools/#using-agents-as-tools).
## Cookbooks
Get started quickly with these practical examples:
- **[Creating your first agent](https://docs.mozilla.ai/any-agent/cookbook/your-first-agent)** - Build a simple agent with web search capabilities.
- **[Creating your first agent evaluation](https://docs.mozilla.ai/any-agent/cookbook/your-first-agent-evaluation)** - Evaluate that simple web search agent using 3 different methods.
- **[Using Callbacks](https://docs.mozilla.ai/any-agent/cookbook/callbacks)** - Implement and use custom callbacks.
- **[Creating an agent with MCP](https://docs.mozilla.ai/any-agent/cookbook/mcp-agent)** - Integrate Model Context Protocol tools.
- **[Serve an Agent with A2A](https://docs.mozilla.ai/any-agent/cookbook/serve-a2a)** - Deploy agents with Agent-to-Agent communication.
- **[Building Multi-Agent Systems with A2A](https://docs.mozilla.ai/any-agent/cookbook/a2a-as-tool)** - Using an agent as a tool for another agent to interact with.
## Contributions
The AI agent space is moving fast! If you see a new agentic framework that AnyAgent doesn't yet support, we would love for you to create a Github issue. We also welcome your support in development of additional features or functionality.
## Running in Jupyter Notebook
If running in Jupyter Notebook you will need to add the following two lines before running AnyAgent, otherwise you may see the error `RuntimeError: This event loop is already running`. This is a known limitation of Jupyter Notebooks, see [Github Issue](https://github.com/jupyter/notebook/issues/3397#issuecomment-376803076)
```python
import nest_asyncio
nest_asyncio.apply()
```
