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Examples and guides for using Swarms Framework

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# Swarms CookBook

Example code and guides for accomplishing common tasks with the [Swarms Framework](https://docs.swarms.world)  To run these examples, you'll need an OpenAI account and associated API key or an API key from your designated provider like Anthropic, Gemini, etc or you can leverage your own local models! Set an environment variable called `OPENAI_API_KEY` with your API key. Alternatively, in most IDEs such as Visual Studio Code, you can create an `.env` file at the root of your repo containing `OPENAI_API_KEY=<your API key>`, which will be picked up by the notebooks.

# Swarms Cookbook Examples Index

This index provides a categorized list of examples and tutorials for using the Swarms Framework across different industries. Each example demonstrates practical applications and implementations using the framework.

## Finance & Trading

| Name | Description | Link |
|------|-------------|------|
| Tickr-Agent | Financial analysis agent for stock market data using multithreaded processing and AI integration | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/finance/multi_agent/Swarms_Cookbook_Tickr_Agent.ipynb) |
| CryptoAgent | Real-time cryptocurrency data analysis and insights using CoinGecko integration | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/finance/multi_agent/Swarms_Cookbook_CryptoAgent.ipynb) |
| 10-K Analysis (Custom) | Detailed analysis of SEC 10-K reports using specialized agents | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/finance/multi_agent/swarms_finance_10k_analysis_custom.ipynb) |
| 10-K Analysis (AgentRearrange) | Mixed sequential and parallel analysis of 10-K reports | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/finance/multi_agent/swarms_finance_10k_analysis_agentrearrange.ipynb) |

## Healthcare & Medical

| Name | Description | Link |
|------|-------------|------|
| MedInsight Pro | Medical research summarization and analysis using AI-driven agents | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/medical/physical_therapy/Swarms_Cookbook_MedInsight_Pro.ipynb) |
| Athletics Diagnosis | Diagnosis and treatment system for extreme athletics using AgentRearrange | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/medical/physical_therapy/swarms_diagnosis_treatment_extreme_athletics.ipynb) |

## Marketing & Content

| Name | Description | Link |
|------|-------------|------|
| NewsAgent | Real-time news aggregation and summarization for business intelligence | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/marketing/news/Swarms_Cookbook_NewsAgent.ipynb) |
| Social Media Marketing | Spreadsheet-based content generation for multi-platform marketing | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/marketing/content_generation/swarms_spreadsheet_analysis_walkthrough.ipynb) |

## Accounting & Finance Operations

| Name | Description | Link |
|------|-------------|------|
| Accounting Agents | Multi-agent system for financial projections and risk assessment | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/enterprise/accounting/multi_agent/accounting_agents_for_moa.ipynb) |

## Workshops & Tutorials

| Name | Description | Link |
|------|-------------|------|
| GPTuesday Event | Example of creating promotional content for tech events | [View Example](https://github.com/The-Swarm-Corporation/Cookbook/blob/main/cookbook/workshops/sep_6_workshop/gptuesday_swarm.py) |

## Additional Resources

| Platform | Link | Description |
|----------|------|-------------|
| 📚 Documentation | [docs.swarms.world](https://docs.swarms.world) | Official documentation and guides |
| 📝 Blog | [Medium](https://medium.com/@kyeg) | Latest updates and technical articles |
| 💬 Discord | [Join Discord](https://discord.gg/jM3Z6M9uMq) | Live chat and community support |
| 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
| 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
| 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |

## Contributing

The Swarms Cookbook is a community-driven resource. Whether you're submitting an idea, fixing a typo, adding a new guide, or improving an existing one, your contributions are greatly appreciated!

Before contributing, read through the existing issues and pull requests to see if someone else is already working on something similar. That way you can avoid duplicating efforts.

If there are examples or guides you'd like to see, feel free to suggest them on the [issues page](https://github.com/The-Swarm-Corporation/Cookbook/issues).

If you'd like to contribute new content, make sure to read through our [contribution guidelines](/CONTRIBUTING.md). We welcome high-quality submissions of new examples and guides, as long as they meet our criteria and fit within the scope of the cookbook.

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# License

MIT

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