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<h1>
Strands Agents Samples
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<h2>
A model-driven approach to building AI agents in just a few lines of code.
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<a href="https://strandsagents.com/">Documentation</a>
◆ <a href="https://github.com/strands-agents/samples">Samples</a>
◆ <a href="https://github.com/strands-agents/harness-sdk/tree/main/strands-cli">CLI</a>
◆ <a href="https://github.com/strands-agents/harness-sdk/tree/main/strands-mcp">MCP Server</a>
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Harness (<a href="https://github.com/strands-agents/harness-sdk/tree/main/harness-py">Python</a>, <a href="https://github.com/strands-agents/harness-sdk/tree/main/harness-ts">TypeScript</a>)
◆ SDK (<a href="https://github.com/strands-agents/harness-sdk/tree/main/strands-py">Python</a>, <a href="https://github.com/strands-agents/harness-sdk/tree/main/strands-ts">TypeScript</a>)
◆ <a href="https://github.com/strands-agents/box">Box</a>
◆ <a href="https://github.com/strands-agents/shell">Shell</a>
◆ <a href="https://github.com/strands-agents/evals">Evals</a>
◆ <a href="https://github.com/strands-labs">Labs</a>
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Welcome to the Strands Agents Samples repository!
Explore easy-to-use examples to get started with <a href="https://strandsagents.com">Strands Agents</a>.
The examples in this repository are for **demonstration and educational purposes** only. They demonstrate concepts and techniques but are **not intended for direct use in production**. Always apply proper **security** and **testing** procedures before using in production environments.
## Quick Start
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<td width="40%" valign="top">
### <img src="https://cdn.jsdelivr.net/gh/devicons/devicon/icons/python/python-original.svg" width="24" height="24" alt="Python"/> Python
**Prerequisites:**
- Python 3.10 or higher
- pip package manager (not required when using the uv alternative below)
- Verify with: `pip --version` or `pip3 --version`
- Usually comes bundled with Python 3.4+ installers from python.org
- If pip is missing, install using one of these methods:
```bash
# Method 1 - Use Python's built-in module
python -m ensurepip --upgrade
# Method 2 - Download and run the official installer
curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
python get-pip.py
```
**Step 1: Create Virtual Environment**
```bash
# Create virtual environment
python -m venv venv
# Activate virtual environment
# On macOS/Linux:
source venv/bin/activate
# On Windows:
venv\Scripts\activate
```
**Step 2: Install**
```bash
pip install strands-agents
```
This installs the core SDK, which is all the first agent below needs. Many samples need additional packages, so check each sample's README and `requirements.txt` or `pyproject.toml` before running it.
**Alternative: Use uv**
If you prefer [uv](https://docs.astral.sh/uv/), install it using the [official installation instructions](https://docs.astral.sh/uv/getting-started/installation/) and follow these steps instead of Steps 1 and 2 above.
Create a virtual environment:
```bash
uv venv
```
Activate it on macOS/Linux (bash or zsh):
```bash
source .venv/bin/activate
```
Or on Windows (PowerShell):
```powershell
.\.venv\Scripts\Activate.ps1
```
If PowerShell blocks `Activate.ps1`, see Python's [Windows execution policy guidance](https://docs.python.org/3/library/venv.html#creating-virtual-environments) and follow any applicable organizational policies.
Then install the same package:
```bash
uv pip install strands-agents
```
**Your First Agent:**
```python
from strands import Agent
agent = Agent()
response = agent("Hello! Tell me a joke.")
print(response)
```
[Explore Python tutorials →](./python/01-learn/)
</td>
<td width="60%" valign="top">
### <img src="https://cdn.jsdelivr.net/gh/devicons/devicon/icons/typescript/typescript-original.svg" width="24" height="24" alt="TypeScript"/> TypeScript
**Prerequisites:**
- Node.js 18 or higher
- npm or yarn package manager
**Install:**
```bash
npm install @strands-agents/sdk
```
**Your First Agent:**
```typescript
import { Agent } from "@strands-agents/sdk";
async function main() {
const agent = new Agent({
systemPrompt: "You are a helpful assistant."
});
const response = await agent.invoke("Hello! Tell me a joke.");
console.log(response.toString());
}
main();
```
[Explore TypeScript tutorials →](./typescript/01-learn/)
</td>
</tr>
</table>
### Model Provider Setup
Follow the instructions [here](https://strandsagents.com/docs/user-guide/sdk/model-providers/) to configure your model provider and model access.
## Explore the Repository
### <img src="https://cdn.jsdelivr.net/gh/devicons/devicon/icons/python/python-original.svg" width="20" height="20"/> Python Samples
- **[01-learn](./python/01-learn/)** - SDK tutorials covering fundamentals, multi-agent systems, and streaming
- **[02-deploy](./python/02-deploy/)** - Deployment patterns for Lambda, Fargate, and AgentCore
- **[03-integrate](./python/03-integrate/)** - Integrations with AWS services, databases, and third-party tools
- **[04-industry-use-cases](./python/04-industry-use-cases/)** - Industry applications (finance, healthcare, retail, productivity, etc.)
- **[05-technical-use-cases](./python/05-technical-use-cases/)** - Architectural patterns including Agentic RAG
- **[06-evaluate](./python/06-evaluate/)** - Evaluation tutorials and testing patterns
- **[07-ux-demos](./python/07-ux-demos/)** - Full-stack applications with user interfaces
- **[08-edge](./python/08-edge/)** - Edge device integrations including physical AI and robotics
### <img src="https://cdn.jsdelivr.net/gh/devicons/devicon/icons/typescript/typescript-original.svg" width="20" height="20"/> TypeScript Samples
- **[01-learn](./typescript/01-learn/)** - SDK tutorials for the TypeScript SDK
- **[02-deploy](./typescript/02-deploy/)** - Deployment patterns for AgentCore
## Contributing ❤️
We welcome contributions! See our [Contributing Guide](CONTRIBUTING.md) for details on:
- Reporting bugs & features
- Development setup
- Contributing via Pull Requests
- Code of Conduct
- Reporting of security issues
## Stay in touch with the team
Come meet the Strands team and other users on [**Discord**](https://discord.com/invite/strands)
## License
This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details.
## Security
See [CONTRIBUTING](CONTRIBUTING.md#security-issue-notifications) for more information.
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