Multi-Agent Systems
32 agents tracked · Open-source-first, with limited public GitHub comparators · Ranked by trust score · Updated 2026-08-09 19:31 UTC
HVTracker independently evaluates 32 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 systems is AIPass with a trust score of 86.2/100 (Grade A). Other leading projects include Solace Agent Mesh and CAMEL.
| # | Agent | Trust | Stars | Language |
|---|---|---|---|---|
| 1 | AIPass A Listed Persistent Agent Workspace — AI agents that remember, collaborate, and never start from zero. | 86.2 | 254 | Python |
| 2 | Solace Agent Mesh B Listed An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of A | 78.5 | 5.0k | Python |
| 3 | CAMEL B Listed 🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org | 69.0 | 17.6k | Python |
| 4 | Agency Swarm B Listed Reliable Multi-Agent Orchestration Framework | 65.6 | 4.5k | Python |
| 5 | Multica C Listed Assign issues to Claude Code, Codex, Cursor, and 17 more coding agents like teammates — open-source and self-hostable. | 64.9 | 44.9k | Go |
| 6 | Ruflo C Listed 🌊 The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build co | 64.5 | 67.5k | TypeScript |
| 7 | Open Multi-Agent C Listed TypeScript AI agent orchestration framework with dynamic workflows. Describe the goal, not the graph: a coordinator plan | 64.5 | 6.7k | TypeScript |
| 8 | Agency Agents C Listed A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to rea | 63.0 | 140.5k | Shell |
| 9 | Concordia C Listed A library for generative social simulation | 62.5 | 1.6k | Python |
| 10 | Agent Squad C Listed Flexible and powerful framework for managing multiple AI agents and handling complex conversations | 60.5 | 7.7k | Swift |
| 11 | OpenMontage C Listed World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and pr | 58.1 | 46.3k | Python |
| 12 | Rowboat C Listed Open-source AI coworker, with memory | 56.7 | 17.1k | TypeScript |
| 13 | TinyTroupe C Listed LLM-powered multiagent persona simulation for imagination enhancement and business insights. | 55.6 | 7.5k | Jupyter Notebook |
| 14 | ChatDev C Listed ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration | 55.2 | 34.0k | Python |
| 15 | 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。 | 54.8 | 42.0k | Python |
| 16 | Hive C Listed Multi-Agent Harness for Production AI | 50.4 | 10.9k | Python |
| 17 | MiroFlow D Listed 🏆 Top-1 on 5+ benchmarks | Web UI | Supports MiroThinker, Claude, Kimi, OpenAI | 45.5 | 3.1k | Python |
| 18 | Swarm by OpenAI D Listed Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team. | 44.4 | 21.9k | Python |
| 19 | ChatArena D Listed ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and | 39.2 | 1.6k | Python |
| 20 | DeepResearchAgent D Listed DeepResearchAgent is a hierarchical multi-agent system designed not only for deep research tasks but also for general-pu | 36.0 | 3.5k | Python |
| 21 | MetaGPT D Listed 🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming | 34.1 | 69.7k | Python |
| 22 | SwarmZero D Needs review SwarmZero's SDK for building AI agents, swarms of agents and much more. | 26.4 | 276 | Python |
| 23 | agent-swarm D Listed Your Company Agentic Operating System | 25.1 | 683 | TypeScript |
| 24 | squad D Listed Squad: AI agent teams for any project | 24.5 | 3.1k | TypeScript |
| 25 | sympozium D Listed The Coordination Layer for Multi-Agent AI | 24.0 | 587 | Go |
| 26 | oh-my-agent D Listed Portable, vendor-agnostic agent harness for project-specific skills, workflows, and agent teams aligned with your codeba | 23.6 | 1.2k | TypeScript |
| 27 | mateclaw D Listed 🤖 MateClaw — Your second brain with Multi-Agent Orchestration, MCP Protocol, Skills & Memory, Dream, and Multi-Channel S | 23.1 | 839 | Java |
| 28 | swarmclaw D Listed Open-source self-hosted AI agent runtime and multi-agent framework for autonomous agent swarms. Agent memory, MCP tools, | 18.4 | 636 | TypeScript |
| 29 | MassGen D Listed 🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier m | 18.3 | 1.1k | Python |
| 30 | GPTSwarm D Listed 🐝 The First Self-Improving agents with RL / Prompting Optimization | 14.0 | 1.0k | Python |
| 31 | tribe D Listed Low code tool to rapidly build and coordinate multi-agent teams | 13.7 | 1.1k | TypeScript |
| 32 | KaibanJS D Listed KaibanJS is a JavaScript-native framework for building and managing multi-agent systems with a Kanban-inspired approach | 12.9 | 1.5k | TypeScript |
Grade = trust band: A ≥ 80, B ≥ 65, C ≥ 50, D < 50 — methodology