Swarms

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kyegomez/swarms

Swarms

kyegomez/swarms

Home
Home
- Overview
- Onboarding
  Onboarding
- Agents
  Agents
  - Concepts
    Concepts
    
    Managing Prompts in Production
    
    Introduction into The Agent Architecture
  - Documentation
    Documentation
    
    Agent Class Documentation
    
    Create and Run Agents from YAML
    
    Tools
    Tools
    
    Structured Outputs
    
    Overview
    
    What are tools?
    
    ToolAgent
    
    Tool Storage
    
    RAG || Long Term Memory
    RAG || Long Term Memory
    
    Integrating RAG with Agents
    
    Third-Party Agent Integrations
    Third-Party Agent Integrations
    
    OpenAI Assistant
    
    Integrating External Agents from Griptape, Langchain, etc
    
    Creating Custom Agents
  - PreBuilt Reasoning Agents
    PreBuilt Reasoning Agents
    
    Self Consistency Agent
    
    IRE Agent
    
    Reasoning Duo
    
    Reasoning Agent Router
    
    Reflexion Agent
    
    GKP Agent
    
    Agent Judge
- Swarm Architectures
  Swarm Architectures
  - Introduction to Multi-Agent Collaboration
  - Concepts
    Concepts
    
    Introduction to Swarm Architectures
    
    How to Choose the Right Swarm Architecture
    
    How to Build Custom Swarms
    
    How to Create New Swarm Architectures
    
    Introduction to Hiearchical Swarm Architectures
  - Swarm Architecture Documentation
    Swarm Architecture Documentation
    
    MajorityVoting
    
    AgentRearrange
    
    RoundRobin
    
    Mixture of Agents
    
    GraphWorkflow
    
    GroupChat
    
    AgentRegistry
    
    SpreadSheetSwarm
    
    ForestSwarm
    
    SwarmRouter
    
    TaskQueueSwarm
    
    SwarmRearrange
    
    MultiAgentRouter
    
    MatrixSwarm
    
    ModelRouter
    
    MALT
    
    Auto Agent Builder
    
    Various Execution Methods
    
    Hybrid Hierarchical-Cluster Swarm
    
    Deep Research Swarm
    
    Workflows
    Workflows
    
    ConcurrentWorkflow
    
    SequentialWorkflow
    
    Structs
    Structs
    
    Conversation
- Swarms Tools
  Swarms Tools
  - Overview
  - Vertical Tools
    Vertical Tools
    
    Finance
    
    Search
    
    Social Media
    Social Media
    
    Overview
    
    Twitter
- Swarms Memory
  Swarms Memory
  - Overview
  - Memory Systems
    Memory Systems
    
    ChromaDB
    
    Pinecone
    
    Faiss
- Deployment Solutions
  Deployment Solutions
  - Deploying Swarms on Google Cloud Run
  - Phala Deployment
- About Us
  About Us
- Contributors
  Contributors
  - Swarms Framework Architecture
  - Bounty Program
  - Contributing to Documentation
  - Contributing Tools/Custom Plugins for Swarms
  - Contributing
    Contributing
    
    Contributing
    
    Tests
    
    Code Cleanliness
    
    Philosophy
  - Changelog
    Changelog
    
    Swarms 5.6.8
    
    Swarms 5.8.1
    
    Swarms 5.9.2
Examples
Examples
- Overview
- Swarms API Examples
  Swarms API Examples
- Individal LLM Examples
  Individal LLM Examples
  - OpenAI
  - Anthropic
  - Groq
  - Cohere
  - DeepSeek
  - Ollama
  - OpenRouter
  - XAI
  - VLLM
  - Llama4
- Swarms Tools
  Swarms Tools
  - Agent with Yahoo Finance
  - Twitter
  - Blockchain Agents
    Blockchain Agents
    
    Agent with HTX + CoinGecko
    
    Agent with HTX + CoinGecko Function Calling
    
    Lumo
    
    Quant Crypto Agent
- Meme Agents
  Meme Agents
  - Bob The Builder
- Multi-Agent Collaboration
  Multi-Agent Collaboration
  - Swarms DAO
  - Hybrid Hierarchical-Cluster Swarm Example
  - Group Chat Example
  - Meme Agent Builder
  - Sequential Workflow Example
  - ConcurrentWorkflow with VLLM Agents
  - External Agents
    External Agents
    
    Swarms of Browser Agents
- Swarms UI
  Swarms UI
  - Overview
Swarm Models
Swarm Models
- Overview
- Quickstart
- How to Create A Custom Language Model
- Language Models
  Language Models
- MultiModal Models
  MultiModal Models
Swarms Cloud API
Swarms Cloud API
- Overview
- Swarms API Pricing
- Swarms API Pricing in Chinese
- Swarm Types
- Swarms Cloud Subscription Tiers
- Swarms API Best Practices
- Swarms API as MCP
- Swarms API Tools
- Swarm Ecosystem APIs
  Swarm Ecosystem APIs
  - MCS API
Swarms Marketplace
Swarms Marketplace
Swarms Rust
Swarms Rust
- Overview
- Agents
Governance
Governance
- Resources
- Tokenomics