> ## Documentation Index
> Fetch the complete documentation index at: https://docs.swarms.world/llms.txt
> Use this file to discover all available pages before exploring further.

# Community Resources

> Community-maintained tutorials, blog posts, videos, and example repositories.

Welcome to the Community Resources page! Here you'll find a curated collection of articles, tutorials, and guides created by the Swarms community and core contributors.

These resources cover a wide range of topics, including building your first agent, advanced multi-agent architectures, API integrations, and using Swarms with both Python and Rust. Whether you're a beginner or an experienced developer, these links will help you deepen your understanding and accelerate your development with the Swarms framework.

## Swarms Python

| Title                                                                                                                    | Description                                                                                                                                                  | Link                                                                                                                                                  |
| ------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------- |
| **Build Your First Swarms Agent in Under 10 Minutes**                                                                    | Step-by-step beginner guide to creating your first Swarms agent quickly.                                                                                     | [Read Article](https://medium.com/@devangvashistha/build-your-first-swarms-agent-in-under-10-minutes-ddff23b6c703)                                    |
| **Building Multi-Agent Systems with GPT-5 and The Swarms Framework**                                                     | Learn how to leverage GPT-5 with Swarms for advanced multi-agent system design.                                                                              | [Read Article](https://medium.com/@kyeg/building-multi-agent-systems-with-gpt-5-and-the-swarms-framework-e52ffaf0fa4f)                                |
| **Learn How to Build Production-Grade Agents with OpenAI’s Latest Model: GPT-OSS Locally and in the Cloud**              | Guide to building robust agents using OpenAI’s GPT-OSS, both locally and in cloud environments.                                                              | [Read Article](https://medium.com/@kyeg/learn-how-to-build-production-grade-agents-with-openais-latest-model-gpt-oss-locally-and-in-the-c5826c7cca7c) |
| **Building Gemini 2.5 Agents with Swarms Framework**                                                                     | Tutorial on integrating Gemini 2.5 models into Swarms agents for enhanced capabilities.                                                                      | [Read Article](https://medium.com/@kyeg/building-gemini-2-5-agents-with-swarms-framework-20abdcf82cac)                                                |
| **Enterprise Developer Guide: Leveraging OpenAI’s o3 and o4-mini Models with The Swarms Framework**                      | Enterprise-focused guide to using OpenAI’s o3 and o4-mini models within Swarms.                                                                              | [Read Article](https://medium.com/@kyeg/enterprise-developer-guide-leveraging-openais-o3-and-o4-mini-models-with-the-swarms-framework-89490c57820a)   |
| **Enneagram of Thoughts Using the Swarms Framework: A Multi-Agent Approach to Holistic Problem Solving**                 | Explores using Swarms for holistic, multi-perspective problem solving via the Enneagram model.                                                               | [Read Article](https://medium.com/@kyeg/enneagram-of-thoughts-using-the-swarms-framework-a-multi-agent-approach-to-holistic-problem-c26c7df5e7eb)     |
| **Building Production-Grade Financial Agents with tickr-agent: An Enterprise Solution for Comprehensive Stock Analysis** | How to build advanced financial analysis agents using tickr-agent and Swarms.                                                                                | [Read Article](https://medium.com/@kyeg/building-production-grade-financial-agents-with-tickr-agent-an-enterprise-solution-for-db867ec93193)          |
| **Automating Your Startup’s Financial Analysis Using AI Agents: A Comprehensive Guide**                                  | Comprehensive guide to automating your startup’s financial analysis with AI agents using Swarms.                                                             | [Read Article](https://medium.com/@kyeg/automating-your-startups-financial-analysis-using-ai-agents-a-comprehensive-guide-b2fa0e2c09d5)               |
| **Managing Thousands of Agent Outputs at Scale with The Spreadsheet Swarm: All-New Multi-Agent Architecture**            | Learn how to manage and scale thousands of agent outputs efficiently using the Spreadsheet Swarm architecture.                                               | [Read Article](https://medium.com/@kyeg/managing-thousands-of-agent-outputs-at-scale-with-the-spreadsheet-swarm-all-new-multi-agent-f16f5f40fd5a)     |
| **Introducing GPT-4o Mini: The Future of Cost-Efficient AI Intelligence**                                                | Discover the capabilities and advantages of GPT-4o Mini for building cost-effective, intelligent agents.                                                     | [Read Article](https://medium.com/@kyeg/introducing-gpt-4o-mini-the-future-of-cost-efficient-ai-intelligence-a3e3fe78d939)                            |
| **Introducing Swarm's GraphWorkflow: A Faster, Simpler, and Superior Alternative to LangGraph**                          | Learn about Swarms' GraphWorkflow, a powerful alternative to LangGraph that offers improved performance and simplicity for building complex agent workflows. | [Read Article](https://medium.com/@kyeg/introducing-swarms-graphworkflow-a-faster-simpler-and-superior-alternative-to-langgraph-5c040225a4f1)         |

### Swarms API

| Title                                                                                            | Description                                                                                        | Link                                                                                                                                            |
| ------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------- |
| **Specialized Healthcare Agents with Swarms Agent Completions API**                              | Guide to building healthcare-focused agents using the Swarms API.                                  | [Read Article](https://medium.com/@kyeg/specialized-healthcare-agents-with-swarms-agent-completions-api-b56d067e3b11)                           |
| **Building Multi-Agent Systems for Finance & Accounting with the Swarms API: A Technical Guide** | Technical walkthrough for creating finance and accounting multi-agent systems with the Swarms API. | [Read Article](https://medium.com/@kyeg/building-multi-agent-systems-for-finance-accounting-with-the-swarms-api-a-technical-guide-bf6f7005b708) |

### Swarms Rust

| Title                                                                                         | Description                                                                          | Link                                                                                                                                           |
| --------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------------------------------------------------------------- |
| **Building Medical Multi-Agent Systems with Swarms Rust: A Comprehensive Tutorial**           | Comprehensive tutorial for developing medical multi-agent systems using Swarms Rust. | [Read Article](https://medium.com/@kyeg/building-medical-multi-agent-systems-with-swarms-rust-a-comprehensive-tutorial-1e8e060601f9)           |
| **Building Production-Grade Agentic Applications with Swarms Rust: A Comprehensive Tutorial** | Learn to build robust, production-ready agentic applications with Swarms Rust.       | [Read Article](https://medium.com/@kyeg/building-production-grade-agentic-applications-with-swarms-rust-a-comprehensive-tutorial-bb567c02340f) |

### Youtube Videos

* [Swarms Playlist by Swarms Founder Kye Gomez](https://www.youtube.com/watch?v=FzbBRbaqsG8\&list=PLphplB7PcU1atnmrUl7lJ5bmGXR7R4lhA)
