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. |
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| 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. |
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| 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. |
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| Building Gemini 2.5 Agents with Swarms Framework |
Tutorial on integrating Gemini 2.5 models into Swarms agents for enhanced capabilities. |
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| 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. |
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| 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. |
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| 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. |
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| 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. |
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| 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. |
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| 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. |
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| 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. |
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Swarms API
| Title |
Description |
Link |
| Specialized Healthcare Agents with Swarms Agent Completions API |
Guide to building healthcare-focused agents using the Swarms API. |
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| 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. |
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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. |
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| Building Production-Grade Agentic Applications with Swarms Rust: A Comprehensive Tutorial |
Learn to build robust, production-ready agentic applications with Swarms Rust. |
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