22 agents tracked · Open-source-first, with limited public GitHub comparators · Ranked by trust score · Updated 2026-07-15 03:00 UTC
HVTracker independently evaluates 22 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 82.0/100 (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. | 82.0 | 238 | 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 | 78.7 | 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 | 68.8 | 17.4k | Python |
| 4 | Agency Swarm B Listed Reliable Multi-Agent Orchestration Framework | 65.3 | 4.5k | Python |
| 5 | Multica C Listed The open-source managed agents platform. Turn coding agents into real teammates — assign tasks, track progress, compound | 62.7 | 40.5k | Go |
| 6 | Agency Agents C Listed A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to rea | 62.4 | 131.5k | Shell |
| 7 | Ruflo C Listed 🌊 The leading agent meta-harness for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and | 61.6 | 64.4k | TypeScript |
| 8 | Agent Squad C Listed Flexible and powerful framework for managing multiple AI agents and handling complex conversations | 61.6 | 7.7k | Swift |
| 9 | Concordia C Listed A library for generative social simulation | 60.8 | 1.6k | Python |
| 10 | OpenMontage C Listed World's first open-source, agentic video production system. 12 pipelines, 52 tools, 500+ agent skills. Turn your AI codi | 60.6 | 38.6k | Python |
| 11 | Open Multi-Agent C Listed From a goal to a task DAG, automatically. TypeScript-native multi-agent orchestration. | 60.1 | 6.6k | TypeScript |
| 12 | Rowboat C Listed Open-source AI coworker, with memory | 57.7 | 16.5k | TypeScript |
| 13 | TinyTroupe C Listed LLM-powered multiagent persona simulation for imagination enhancement and business insights. | 56.1 | 7.5k | Jupyter Notebook |
| 14 | ChatDev C Listed ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration | 54.0 | 33.7k | Python |
| 15 | Hive D Listed Multi-Agent Harness for Production AI | 48.2 | 10.7k | Python |
| 16 | BettaFish D 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。 | 45.4 | 41.7k | Python |
| 17 | Swarm by OpenAI D Listed Educational framework exploring ergonomic, lightweight multi-agent orchestration. Managed by OpenAI Solution team. | 44.9 | 21.8k | Python |
| 18 | ChatArena D Listed ChatArena (or Chat Arena) is a Multi-Agent Language Game Environments for LLMs. The goal is to develop communication and | 39.4 | 1.5k | Python |
| 19 | DeepResearchAgent D Listed DeepResearchAgent is a hierarchical multi-agent system designed not only for deep research tasks but also for general-pu | 37.6 | 3.5k | Python |
| 20 | SwarmZero D Listed SwarmZero's SDK for building AI agents, swarms of agents and much more. | 34.6 | 273 | Python |
| 21 | MetaGPT D Listed 🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming | 32.8 | 69.4k | Python |
| 22 | MiroFlow D Listed 🏆 Top-1 on 5+ benchmarks | Web UI | Supports MiroThinker, Claude, Kimi, OpenAI | 21.3 | 3.1k | Python |