# Swarms > Swarms is a decentralized platform for building multi-agent applications, offering tools, models, and a marketplace for developers. - Canonical URL: https://iq.wiki/wiki/swarms - Categories: Projects & Protocols - Tags: Layer 1, AI Token, Developer, Infrastructure - Created: 2025-04-26T01:56:56.434Z - Last updated: 2025-05-12T14:25:22.047Z - Source: IQ.wiki — the world's largest blockchain and crypto encyclopedia (https://iq.wiki) --- **Swarms**, founded by [Kye Gomez](https://iq.wiki/wiki/kye-gomez), is a framework for building production-grade multi-agent applications that enables developers to create, deploy, and manage collaborative AI agent systems. It provides a comprehensive ecosystem of tools, architectures, and services for developing sophisticated multi-agent solutions. [[17]](#cite-id-C0bIAiRsEh) ## Overview Swarms offers a robust platform for creating [AI agent](https://iq.wiki/wiki/ai-agents) systems that can collaborate to solve complex problems. The framework is designed to address the limitations of single-agent systems by enabling multiple specialized agents to work together, sharing information and coordinating their efforts. ![](https://ipfs.everipedia.org/ipfs/QmXfQJ3QFYCEXsLB2XGWRVSXC6QvVrGMieHjzkNbes3F64) ## Key Features ### Agent Architecture - **Flexible Agent Creation**: Build agents using Python code or YAML configuration files [[1]](#cite-id-zgQv15s3qs) - **Tool Integration**: Agents can use specialized tools to extend their capabilities [[2]](#cite-id-WEz1RuBiYf) - **Structured Outputs**: Generate consistent, formatted responses from agents [[3]](#cite-id-dEupEedNsQ) - **Memory Systems**: Integrate RAG (Retrieval-Augmented Generation) and other memory mechanisms [[4]](#cite-id-QSkG5Go5EG) ### Swarm Architectures - **Multiple Collaboration Patterns**: Choose from various architectural patterns: - MajorityVoting: Consensus-based decision making [[5]](#cite-id-EixGqEzg7g) - RoundRobin: Sequential task processing [[6]](#cite-id-IjNt6hhW38) - GraphWorkflow: Complex multi-step processes [[7]](#cite-id-rSsEa7bcBF) - GroupChat: Conversational agent collaboration [[8]](#cite-id-rk0a4mZRYo) - Hierarchical Structures: Organize agents in management hierarchies [[9]](#cite-id-8fbSe59TO2) ![](https://ipfs.everipedia.org/ipfs/QmWY66cBGGWSitW2qbbw6Zd7EUzDYynz2ZjXeWqfcGUZNX) ## Technology ### Core Framework Architecture The Swarms framework is built with a modular architecture that separates concerns between agent implementation, swarm coordination patterns, model integration, and tool management. The framework implements several key technical concepts: 1. **Base Agent Class**: A foundational abstraction that handles communication with language models, manages context, and processes inputs/outputs [[10]](#cite-id-NorLsFGKll) 2. **Swarm Architectures**: Coordination patterns that determine how agents collaborate, including voting mechanisms, sequential workflows, and conversational approaches [[11]](#cite-id-JR2bHUZC4Y) 3. **Memory Systems**: Integration with vector databases like ChromaDB, Pinecone, and Faiss for long-term memory and retrieval capabilities [[12]](#cite-id-dxj5Ewi3xr) 4. **Tool Integration**: A plugin system for extending agent capabilities with specialized tools for tasks like finance analysis, web search, and social media interaction [[13]](#cite-id-GqoXsg5AsA) ## Ecosystem **Swarms Framework**: A Python-based toolkit that streamlines the creation and orchestration of agent swarms, enabling automation of complex workflows.​ ![](https://ipfs.everipedia.org/ipfs/QmQeTVhpzHTepknbgwzAmJxQ7Y1LBp5Js9JeXvz3H8h6qk) **Swarms-Cloud**: A cloud-based deployment solution offering high availability, scalability, and self-healing capabilities for agent operations.​ ![](https://ipfs.everipedia.org/ipfs/QmcXwurmdnHGB33QcnuAVWzqHhqfywtEh3v5riPzpLZGM1) **Swarms-Models**: Interfaces with leading large language model providers, such as OpenAI, Anthropic, and Ollama, allowing agents to leverage advanced natural language processing capabilities.​ **AgentParse**: A high-performance library that maps structured data formats—including JSON, YAML, CSV, and Pydantic models—into formats interpretable by agents, ensuring efficient data ingestion.​ **Swarms-Platform**: A marketplace facilitating the discovery, acquisition, and distribution of autonomous agents, promoting rapid scaling of agent ecosystems.​ Additional components include: ![](https://ipfs.everipedia.org/ipfs/QmcXwurmdnHGB33QcnuAVWzqHhqfywtEh3v5riPzpLZGM1) - **Swarms Core**: A Rust-based module managing concurrency and execution strategies.​ - **Swarms JS**: Enables JavaScript-based orchestration of multi-agent systems.​ - **Swarms Memory**: Provides retrieval-augmented generation systems for long-term memory in agents.​ - **Swarms Evals**: Tools for evaluating the performance of agent swarms.​ - **Swarms Zero**: An RPC-based framework designed for enterprise-grade automation.​ [[14]](#cite-id-rA6ZecoJmK) [[15]](#cite-id-80qRyfgoFK) [[18]](#cite-id-QnX5egdsP9) ## Tokenomics ![](https://ipfs.everipedia.org/ipfs/Qmf84MEGdB7PvLgVuP65LiMqLTDwc5TXbZ6BZuVJcJQCug) ### Swarms Token ($SWARMS) The Swarms token (SWARMS) has a total and circulating supply of approximately 999.98 million tokens. SWARMS tokens are primarily traded on [centralized exchanges](https://iq.wiki/wiki/cex-centralized-exchange). [Bitget](https://iq.wiki/wiki/bitget) is the most active platform for SWARMS trading, particularly in the SWARMS/[USDT](https://iq.wiki/wiki/tether) pair. Additional trading options include Gate.io and Ourbit. [[19]](#cite-id-PcT69Md4Qg) [[20]](#cite-id-ijuriE0vXs) ### Governance Swarms has a governance structure that guides its development and community participation. The project maintains documentation on its governance approach and [tokenomics](https://iq.wiki/wiki/tokenomics) for those interested in the project's long-term direction and sustainability [[16]](#cite-id-AiIM7cOhXw)