@ -8,92 +8,106 @@
< / p >
< p align = "center" >
< a href = "https://pypi.org/project/swarms/" target = "_blank" >
< img alt = "Python" src = "https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54" / >
< img alt = "Version" src = "https://img.shields.io/pypi/v/swarms?style=for-the-badge&color=3670A0" >
< / a >
< / p >
< p align = "center" >
< a href = "https://twitter.com/swarms_corp/" > 🐦 Twitter< / a >
< span > • < / span >
< a href = "https://discord.gg/EamjgSaEQf" > 📢 Discord< / a >
< span > • < / span >
< a href = "https://swarms.ai" > Swarms Website< / a >
< span > • < / span >
< a href = "https://docs.swarms.world" > 📙 Documentation< / a >
< span > • < / span >
< a href = "https://swarms.world" > Swarms Marketplace< / a >
< a href = "https://pypi.org/project/swarms/" target = "_blank" >
< picture >
< source srcset = "https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54" media = "(prefers-color-scheme: dark)" >
< img alt = "Python" src = "https://img.shields.io/badge/python-3670A0?style=for-the-badge&logo=python&logoColor=ffdd54" / >
< / picture >
< picture >
< source srcset = "https://img.shields.io/pypi/v/swarms?style=for-the-badge&color=3670A0" media = "(prefers-color-scheme: dark)" >
< img alt = "Version" src = "https://img.shields.io/pypi/v/swarms?style=for-the-badge&color=3670A0" >
< / picture >
< / a >
< / p >
< p align = "center" >
<!-- Social Media -->
< a href = "https://discord.gg/jHnrkH5y" >
< img src = "https://img.shields.io/badge/Discord-Join%20our%20server-5865F2?style=for-the-badge&logo=discord&logoColor=white" alt = "Discord" >
< / a >
< a href = "https://www.youtube.com/@kyegomez3242" >
< img src = "https://img.shields.io/badge/YouTube-Subscribe-red?style=for-the-badge&logo=youtube&logoColor=white" alt = "YouTube" >
< / a >
< a href = "https://www.linkedin.com/in/kye-g-38759a207/" >
< img src = "https://img.shields.io/badge/LinkedIn-Connect-blue?style=for-the-badge&logo=linkedin&logoColor=white" alt = "LinkedIn" >
< / a >
< a href = "https://x.com/swarms_corp" >
< img src = "https://img.shields.io/badge/X.com-Follow-1DA1F2?style=for-the-badge&logo=x&logoColor=white" alt = "X.com" >
< / a >
< a href = "https://twitter.com/swarms_corp/" > 🐦 Twitter< / a >
< span > • < / span >
< a href = "https://discord.gg/EamjgSaEQf" > 📢 Discord< / a >
< span > • < / span >
< a href = "https://swarms.ai" > Swarms Website< / a >
< span > • < / span >
< a href = "https://docs.swarms.world" > 📙 Documentation< / a >
< span > • < / span >
< a href = "https://swarms.world" > Swarms Marketplace< / a >
< / p >
< p align = "center" >
<!-- Project Stats -->
< a href = "https://github.com/kyegomez/swarms/issues" >
< img src = "https://img.shields.io/github/issues/kyegomez/swarms" alt = "GitHub issues" >
< / a >
< a href = "https://github.com/kyegomez/swarms/network" >
< img src = "https://img.shields.io/github/forks/kyegomez/swarms" alt = "GitHub forks" >
< / a >
< a href = "https://github.com/kyegomez/swarms/stargazers" >
< img src = "https://img.shields.io/github/stars/kyegomez/swarms" alt = "GitHub stars" >
< / a >
< a href = "https://github.com/kyegomez/swarms/blob/main/LICENSE" >
< img src = "https://img.shields.io/github/license/kyegomez/swarms" alt = "GitHub license" >
< / a >
< a href = "https://star-history.com/#kyegomez/swarms" >
< img src = "https://img.shields.io/github/stars/kyegomez/swarms?style=social" alt = "GitHub star chart" >
< / a >
< a href = "https://libraries.io/github/kyegomez/swarms" >
< img src = "https://img.shields.io/librariesio/github/kyegomez/swarms" alt = "Dependency Status" >
< / a >
< a href = "https://pepy.tech/project/swarms" >
< img src = "https://static.pepy.tech/badge/swarms/month" alt = "Downloads" >
< / a >
<!-- Social Media -->
< a href = "https://www.youtube.com/@kyegomez3242" >
< picture >
< source srcset = "https://img.shields.io/badge/YouTube-Subscribe-red?style=for-the-badge&logo=youtube&logoColor=white" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/badge/YouTube-Subscribe-red?style=for-the-badge&logo=youtube&logoColor=white" alt = "YouTube" >
< / picture >
< / a >
< a href = "https://www.linkedin.com/in/kye-g-38759a207/" >
< picture >
< source srcset = "https://img.shields.io/badge/LinkedIn-Connect-blue?style=for-the-badge&logo=linkedin&logoColor=white" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/badge/LinkedIn-Connect-blue?style=for-the-badge&logo=linkedin&logoColor=white" alt = "LinkedIn" >
< / picture >
< / a >
< a href = "https://x.com/swarms_corp" >
< picture >
< source srcset = "https://img.shields.io/badge/X.com-Follow-1DA1F2?style=for-the-badge&logo=x&logoColor=white" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/badge/X.com-Follow-1DA1F2?style=for-the-badge&logo=x&logoColor=white" alt = "X.com" >
< / picture >
< / a >
< / p >
< p align = "center" >
<!-- Share Buttons -->
< a href = "https://twitter.com/intent/tweet?text=Check%20out%20this%20amazing%20AI%20project:%20&url=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms" >
< img src = "https://img.shields.io/twitter/url/https/twitter.com/cloudposse.svg?style=social&label=Share%20%40kyegomez/swarms" alt = "Share on Twitter" >
< / a >
< a href = "https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms" >
< img src = "https://img.shields.io/badge/Share-%20facebook-blue" alt = "Share on Facebook" >
< / a >
< a href = "https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms&title=&summary=&source=" >
< img src = "https://img.shields.io/badge/Share-%20linkedin-blue" alt = "Share on LinkedIn" >
< / a >
<!-- Project Stats -->
< a href = "https://github.com/kyegomez/swarms/issues" >
< picture >
< source srcset = "https://img.shields.io/github/issues/kyegomez/swarms?style=for-the-badge" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/github/issues/kyegomez/swarms?style=for-the-badge" alt = "GitHub issues" >
< / picture >
< / a >
< a href = "https://github.com/kyegomez/swarms/network" >
< picture >
< source srcset = "https://img.shields.io/github/forks/kyegomez/swarms?style=for-the-badge" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/github/forks/kyegomez/swarms?style=for-the-badge" alt = "GitHub forks" >
< / picture >
< / a >
< a href = "https://github.com/kyegomez/swarms/stargazers" >
< picture >
< source srcset = "https://img.shields.io/github/stars/kyegomez/swarms?style=for-the-badge" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/github/stars/kyegomez/swarms?style=for-the-badge" alt = "GitHub stars" >
< / picture >
< / a >
< a href = "https://github.com/kyegomez/swarms/blob/main/LICENSE" >
< picture >
< source srcset = "https://img.shields.io/github/license/kyegomez/swarms?style=for-the-badge" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/github/license/kyegomez/swarms?style=for-the-badge" alt = "GitHub license" >
< / picture >
< / a >
< a href = "https://libraries.io/github/kyegomez/swarms" >
< picture >
< source srcset = "https://img.shields.io/librariesio/github/kyegomez/swarms?style=for-the-badge" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/librariesio/github/kyegomez/swarms?style=for-the-badge" alt = "Dependency Status" >
< / picture >
< / a >
< a href = "https://pepy.tech/project/swarms" >
< picture >
< source srcset = "https://static.pepy.tech/badge/swarms/month" media = "(prefers-color-scheme: dark)" >
< img src = "https://static.pepy.tech/badge/swarms/month" alt = "Downloads" >
< / picture >
< / a >
< / p >
< p align = "center" >
<!-- Additional Share Buttons -->
< a href = "https://www.reddit.com/submit?url=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms&title=Swarms%20-%20the%20future%20of%20AI" >
< img src = "https://img.shields.io/badge/-Share%20on%20Reddit-orange" alt = "Share on Reddit" >
< / a >
< a href = "https://news.ycombinator.com/submitlink?u=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms&t=Swarms%20-%20the%20future%20of%20AI" >
< img src = "https://img.shields.io/badge/-Share%20on%20Hacker%20News-orange" alt = "Share on Hacker News" >
< / a >
< a href = "https://pinterest.com/pin/create/button/?url=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms&media=https%3A%2F%2Fexample.com%2Fimage.jpg&description=Swarms%20-%20the%20future%20of%20AI" >
< img src = "https://img.shields.io/badge/-Share%20on%20Pinterest-red" alt = "Share on Pinterest" >
< / a >
< a href = "https://api.whatsapp.com/send?text=Check%20out%20Swarms%20-%20the%20future%20of%20AI%20%23swarms%20%23AI%0A%0Ahttps%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms" >
< img src = "https://img.shields.io/badge/-Share%20on%20WhatsApp-green" alt = "Share on WhatsApp" >
< / a >
<!-- Share Buttons -->
< a href = "https:// twitter.com/intent/tweet?text=Check%20out%20this%20amazing%20AI%20project:%20&url=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms ">
< picture >
< source srcset = "https://img.shields.io/badge/Share%20on%20Twitter-1DA1F2?style=for-the-badge&logo=twitter&logoColor=white" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/badge/Share%20on%20Twitter-1DA1F2?style=for-the-badge&logo=twitter&logoColor=white" alt = "Share on Twitter ">
< / picture >
< / a >
< a href = "https:// www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fgithub.com%2Fkyegomez%2Fswarms&title=&summary=&source= ">
< picture >
< source srcset = "https://img.shields.io/badge/Share%20on%20LinkedIn-blue?style=for-the-badge" media = "(prefers-color-scheme: dark)" >
< img src = "https://img.shields.io/badge/Share%20on%20LinkedIn-blue?style=for-the-badge" alt = "Share on LinkedIn ">
< / picture >
< / a >
< / p >
## ✨ Features
@ -122,7 +136,6 @@ $ pip3 install -U swarms
[uv ](https://github.com/astral-sh/uv ) is a fast Python package installer and resolver, written in Rust.
```bash
# Install swarms using uv
$ uv pip install swarms
```
@ -168,7 +181,7 @@ from swarms import Agent
# Initialize a new agent
agent = Agent(
model_name="gpt-4o-mini", # Specify the LLM
max_loops=1 , # Set the number of interactions
max_loops="auto" , # Set the number of interactions
interactive=True, # Enable interactive mode for real-time feedback
)
@ -348,7 +361,7 @@ print(results)
### AgentRearrange
Inspired by `einsum` , `AgentRearrange` lets you define complex, non-linear relationships between agents using a simple string-based syntax. [Learn more ](https://docs.swarms.world/en/latest/swarms/structs/agent_rearrange/ ). This architecture is Perfect for orchestrating dynamic workflows where agents might work in parallel, sequence, or a combination of both .
Inspired by `einsum` , `AgentRearrange` lets you define complex, non-linear relationships between agents using a simple string-based syntax. [Learn more ](https://docs.swarms.world/en/latest/swarms/structs/agent_rearrange/ ). This architecture is perfect for orchestrating dynamic workflows where agents might work in parallel, in sequence, or in any combination you choose .
```python
from swarms import Agent, AgentRearrange
@ -721,7 +734,7 @@ By joining us, you have the opportunity to:
* **Work on the Frontier of Agents:** Shape the future of autonomous agent technology and help build a production-grade, open-source framework.
* **Join a Vibrant Community:** Collaborate with a passionate and growing group of agent developers, researchers, and AI enthusias ts.
* **Join a Vibrant Community:** Collaborate with a passionate and growing group of agent developers, researchers, and agent enthusasi ts.
* **Make a Tangible Impact:** Whether you're fixing a bug, adding a new feature, or improving documentation, your work will be used in real-world applications.