Multi-Agent Systems
43 agents tracked · ranked by trust score · Updated 2026-10-13 08:09 UTC · the three strongest right now:
Grade mix43 agents
2 A7 B21 C13 D
| # | Agent | Trust | Stars | Language |
|---|---|---|---|---|
| 1 | AIPass A Listed Persistent Agent Workspace — AI agents that remember, collaborate, and never start from zero. | 85.5 | 288 | Python |
| 2 | OpenMausBot A Listed Open-source Grok Bot alternative with a virtual machine that bots can use | 83.8 | 4.7k | TypeScript |
| 3 | Swarms B Listed The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai | 72.9 | 7.2k | Python |
| 4 | Solace Agent Mesh B Needs review An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of AI agents with real-world data sources and systems, facilitating complex, multi-step workflows. | 68.9 | 4.9k | Python |
| 5 | Agency Swarm B Listed Reliable Multi-Agent Orchestration Framework | 68.0 | 4.6k | Python |
| 6 | Concordia B Listed A library for generative social simulation | 66.7 | 1.8k | Python |
| 7 | Multica B Listed Make humans and AI agents work as one team — open-source and self-hostable. | 66.0 | 52.6k | Go |
| 8 | agent-swarm B Listed Your Company Agentic Operating System | 65.4 | 878 | TypeScript |
| 9 | TradingAgents B Listed TradingAgents: Multi-Agents LLM Financial Trading Framework | 65.4 | 110.9k | Python |
| 10 | Ruflo C Listed 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, federation, vector RAG integration, and native Claude Code / Codex / Hermes and many more Integrated | 64.9 | 74.5k | TypeScript |
| 11 | CAMEL C Listed 🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org | 64.8 | 17.9k | Python |
| 12 | OpenExecutive C Listed AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist agents (FastAPI + Next.js). | 64.8 | 5.6k | Python |
| 13 | OpenBot C Listed Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after. Bring any AG-UI agent. | 64.6 | 6.4k | TypeScript |
| 14 | Octop C Listed A smarter, self-hosted AI assistant — multi-user, multi-agent. | 64.6 | 9.0k | Python |
| 15 | Agency Agents C Listed A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is a specialized expert with personality, processes, and proven deliverables. | 63.0 | 159.7k | Shell |
| 16 | Rakazo C Listed Open-source Grok Bot alternative. Choose your own model and sandbox. | 62.4 | 3.8k | TypeScript |
| 17 | squad C Listed Squad: AI agent teams for any project | 60.7 | 3.3k | TypeScript |
| 18 | Orkas C Listed Orkas is an open-source, local-first AI desktop app: a commander LLM directs specialist sub-agents, and runs your installed coding CLIs — Claude Code, Codex, OpenCode, OpenClaw, Hermes — as local sessions. Agents self-evolve via reflection and skill crystallization. BYO keys. macOS / Windows /… | 60.5 | 2.2k | JavaScript |
| 19 | Rowboat C Listed AI coworker with memory and collaboration | 59.7 | 18.0k | TypeScript |
| 20 | Open Multi-Agent C Listed Self-hosted TypeScript agent runtime with durable approvals and verifiable run records. Own it, approve it, audit it. | 59.5 | 7.0k | TypeScript |
| 21 | OpenMontage C Listed World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio. | 59.5 | 67.7k | Python |
| 22 | Hive C Listed Multi-Agent Harness for Production AI | 58.2 | 11.1k | Python |
| 23 | Agent Squad C Listed Flexible and powerful framework for managing multiple AI agents and handling complex conversations | 57.4 | 7.8k | Python |
| 24 | sympozium C Listed The Coordination Layer for Multi-Agent AI | 56.5 | 660 | Go |
| 25 | Cumora C Listed Where agent teams gather. Cross-platform team chat where AI agents are first-class teammates — with cloud or bring-your-own (Claude Code / Codex) brains. | 55.0 | 4.0k | TypeScript |
| 26 | oh-my-agent C Listed Mechanical verification for AI coding agents — skills pack or full harness (stop-hook gates, artifact checks, independent judges). | 54.1 | 1.3k | TypeScript |
| 27 | MiroFish C Listed A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎，预测万物 | 52.3 | 78.6k | Python |
| 28 | BettaFish C Listed 微舆：人人可用的多Agent舆情分析助手，打破信息茧房，还原舆情原貌，预测未来走向，辅助决策！从0实现，不依赖任何框架。 | 51.5 | 42.4k | Python |
| 29 | mateclaw C Listed 🤖 MateClaw — Your second brain with Multi-Agent Orchestration, MCP Protocol, Skills & Memory, Dream, and Multi-Channel Support. Built on Spring AI Alibaba. | 51.4 | 1.2k | Java |
| 30 | TinyTroupe C Listed LLM-powered multiagent persona simulation for imagination enhancement and business insights. | 50.8 | 7.6k | Jupyter Notebook |
| 31 | ChatDev D Listed ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration | 49.3 | 34.5k | Python |
| 32 | Swarm by OpenAI D Listed Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team. | 44.0 | 22.1k | Python |
| 33 | MiroFlow D Listed 🏆 Top-1 on 5+ benchmarks | Web UI | Supports MiroThinker, Claude, Kimi, OpenAI | 41.2 | 3.1k | Python |
| 34 | MetaGPT D Listed 🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming | 37.9 | 70.8k | Python |
| 35 | tribe D Listed Low code tool to rapidly build and coordinate multi-agent teams | 37.8 | 1.1k | TypeScript |
| 36 | swarmclaw D Listed Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools, schedules, delegation, and 23+ LLM providers (Claude, GPT, Gemini, OpenRouter, Ollama). A practical Claude Code and LangChain alternative. | 37.6 | 690 | TypeScript |
| 37 | GPTSwarm D Listed 🐝 The First Self-Improving agents with RL / Prompting Optimization | 37.4 | 1.1k | Python |
| 38 | DeepResearchAgent D Listed DeepResearchAgent is a hierarchical multi-agent system designed not only for deep research tasks but also for general-purpose task solving. The framework leverages a top-level planning agent to coordinate multiple specialized lower-level agents, enabling automated task decomposition and efficient… | 31.7 | 3.6k | Python |
| 39 | KaibanJS D Listed KaibanJS is a JavaScript-native framework for building and managing multi-agent systems with a Kanban-inspired approach. | 31.7 | 1.5k | TypeScript |
| 40 | WorldSeed D Listed More is Different. A multi-agent world engine where AI agents live, talk, compete, ally. | 30.4 | 821 | Python |
| 41 | ChatArena D Needs review ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and collaboration capabilities of AIs. | 29.2 | 1.6k | Python |
| 42 | SwarmZero D Needs review SwarmZero's SDK for building AI agents, swarms of agents and much more. | 26.8 | 276 | Python |
| 43 | MassGen D Listed 🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Join us on Discord: discord.massgen.ai | 20.5 | 1.1k | Python |
Grade = trust band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50 — methodology
About Multi-Agent Systems
HVTracker independently evaluates 43 multi-agent systems using daily signals from GitHub, package registries, and security databases. The category is open-source-first, with a limited set of public GitHub-hosted proprietary or source-available comparators when they are important ecosystem reference points. Each agent is scored on activity, adoption, transparency, safety, and identity. The top-ranked multi-agent system is AIPass with a trust score of 85.5/100 (Grade A). Other leading projects include OpenMausBot and Swarms.