Basic Examples Overview

Start your Swarms journey with single-agent examples. Learn how to create agents, use tools, process images, integrate with different LLM providers, and publish to the marketplace.

What You’ll Learn

Topic	Description
Agent Basics	Create and configure individual agents
Tool Integration	Equip agents with callable tools and functions
Vision Capabilities	Process images and multi-modal inputs
LLM Providers	Connect to OpenAI, Anthropic, Groq, and more
Utilities	Streaming, output types, and marketplace publishing

Individual Agent Examples

Core Agent Usage

Example	Description	Link
Basic Agent	Fundamental agent creation and execution	View Example

Tool Usage

Example	Description	Link
Agents with Vision and Tool Usage	Combine vision and tools in one agent	View Example
Agents with Callable Tools	Equip agents with Python functions as tools	View Example
Agent with Structured Outputs	Get consistent JSON/structured responses	View Example
Message Transforms	Manage context with message transformations	View Example

Example	Description	Link
Agents with Vision	Process and analyze images	View Example
Agent with Multiple Images	Handle multiple images in one request	View Example

Utilities

Example	Description	Link
Agent with Streaming	Stream responses in real-time	View Example
Agent Output Types	Different output formats (str, json, dict, yaml)	View Example
Gradio Chat Interface	Build chat UIs for your agents	View Example
Agent with Gemini Nano Banana	Jarvis-style agent example	View Example
Agent Marketplace Publishing	Publish agents to the Swarms marketplace	View Example

LLM Provider Examples

Connect your agents to various language model providers:

Provider	Description	Link
Overview	Guide to all supported providers	View Guide
OpenAI	GPT-4, GPT-4o, GPT-4o-mini integration	View Example
Anthropic	Claude models integration	View Example
Groq	Ultra-fast inference with Groq	View Example
Cohere	Cohere Command models	View Example
DeepSeek	DeepSeek models integration	View Example
Ollama	Local models with Ollama (simple & custom wrapper)	View Example
OpenRouter	Access multiple providers via OpenRouter	View Example
XAI	Grok models from xAI	View Example
Azure OpenAI	Enterprise Azure deployment	View Example
Llama4	Meta’s Llama 4 models	View Example
Custom Base URL	Connect to any OpenAI-compatible API	View Example
vLLM Custom Wrapper	High-performance local inference with vLLM	View Example

Next Steps

After mastering basic agents, explore:

Multi-Agent Architectures - Coordinate multiple agents
Tools Documentation - Deep dive into tool creation
CLI Guides - Run agents from command line

Community Resources Basic Agent

Index

Basic Examples

Model Providers

Single Agent

Multi-Agent Examples

Applications

Research

Technical Analysis

Use Cases

Finance

Voice Agents

Integrations

Deployment

CLI

Basic Examples Overview

What You’ll Learn

Individual Agent Examples

Core Agent Usage

Tool Usage

Utilities

LLM Provider Examples

Next Steps

​What You’ll Learn

​Individual Agent Examples

​Core Agent Usage

​Tool Usage

​Vision & Multi-Modal

​Utilities

​LLM Provider Examples

​Next Steps

What You’ll Learn

Individual Agent Examples

Core Agent Usage

Tool Usage

Vision & Multi-Modal

Utilities

LLM Provider Examples

Next Steps