The Multi-Agent Ecosystem Is Growing Rapidly
The world of multi-agent systems is evolving at a breathtaking pace. Since our launch, we've been continuously monitoring new frameworks, platforms, and tools — and today we're excited to introduce 22 new systems on the Multi-Agent Navigator.
Our platform now covers 56 quality-checked multi-agent systems, selected according to strict criteria: every system must be capable of coordinating multiple specialized AI agents that communicate with each other and solve tasks collaboratively.
The Most Important New Additions at a Glance
Browser Automation: The New Frontier
Browser Use (78,000+ GitHub stars) is perhaps the most exciting addition. The Python framework enables AI agents to operate web browsers like a human — filling out forms, extracting data, automating workflows. With an impressive community and active development, Browser Use has become the de-facto standard for browser automation with LLMs.
Skyvern complements Browser Use with a cloud-native approach: instead of local browser instances, Skyvern uses managed infrastructure and offers computer-vision-based element detection. Ideal for scalable web automation workflows in enterprises.
Stagehand by Browserbase bridges the gap between Playwright and AI — it extends the well-known browser automation framework with natural language commands.
Coding Agents: AI Writes and Improves Code
Devin AI by Cognition Labs is considered the first fully autonomous software engineer. The agent can independently search repositories, write code, run tests, and fix bugs — without human intervention. Valued at over $1 billion, Devin AI is the highest-valued coding agent startup to date.
OpenHands (formerly OpenDevin) is the open-source alternative to Devin AI with over 40,000 GitHub stars. The framework enables AI agents to write code, execute commands, and develop web applications — fully transparent and customizable.
SWE-agent from Princeton NLP specializes in solving GitHub issues. It achieves state-of-the-art results on the SWE-bench benchmark and is extensively used in research.
Multi-Agent Frameworks: New Architectural Approaches
MetaGPT (47,000+ GitHub stars) simulates a complete software development team: Product Manager, Architect, Engineer, and QA work together as specialized agents. The approach of translating human organizational structures into AI workflows has made MetaGPT one of the most cited multi-agent frameworks.
Agency Swarm by VRSEN AI provides a framework for creating agent swarms with clear communication protocols. The library is particularly suitable for developers who want to build custom agent teams for specific business processes.
Agno (formerly Phidata) has evolved from a simple agent builder into a complete multi-agent framework. With native support for memory, knowledge, and tools, Agno provides a production-ready foundation for complex agent workflows.
CAMEL-AI (Communicative Agents for Mind Exploration of Large Language Model Society) is one of the oldest multi-agent frameworks and a pioneer of the role-playing approach, where agents take on defined roles and communicate with each other.
ElizaOS is a TypeScript framework for autonomous AI agents, originally developed for Web3 and decentralized applications. With support for Discord, Twitter, and Telegram, ElizaOS is particularly suitable for social media automation.
Mastra is a modern TypeScript framework from the Gatsby founders, distinguished by excellent developer experience. With a built-in workflow engine, observability, and simple deployment pipeline, Mastra is ideal for teams that want to quickly develop production-ready agents.
Tools & Infrastructure
In addition to complete frameworks, we've also added three important infrastructure tools in a new "Tools & Infrastructure" category:
- Composio — 250+ pre-built tool integrations for AI agents (GitHub, Slack, Salesforce, and many more)
- E2B — Secure code execution sandboxes for AI agents in the cloud
- Stagehand — Browser automation with natural language control
These tools are not complete multi-agent systems, but indispensable building blocks for building powerful agent workflows.
Enterprise Solutions: Major Providers Catch Up
In addition to open-source frameworks, major enterprise providers have also significantly expanded their multi-agent capabilities:
Agentforce by Salesforce integrates autonomous AI agents directly into the Salesforce platform. Companies can configure agents for sales, service, and marketing — without programming knowledge.
ServiceNow AI Agents bring multi-agent orchestration to the IT service management world. Agents can automatically classify, escalate, and resolve tickets.
Tines and Torq AI are security automation platforms that are increasingly relying on multi-agent architectures to automate complex incident response workflows.
Quality Check: What We Didn't Include
Not all researched systems passed our quality check. We rejected 9 systems that offer AI features but don't implement a genuine multi-agent concept:
- Aider and Cursor AI — Single coding assistants without agent coordination
- Microsoft Power Automate — Workflow automation with AI as an add-on
- Jasper AI and Copy.ai — Marketing content tools without agent architecture
- Tavily — Search API for agents, not a system itself
Our criterion remains clear: a system must be capable of coordinating multiple specialized AI agents that communicate with each other and solve tasks collaboratively.
What's Coming Next?
The multi-agent ecosystem continues to evolve. We're observing the following trends for 2026:
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Standardization of agent protocols — Anthropic's Model Context Protocol (MCP) and similar standards will improve interoperability between agent frameworks.
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Specialization over generalization — Instead of universal frameworks, increasingly specialized systems for browser automation, code generation, or data analysis are emerging.
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Enterprise adoption accelerates — Major providers like Salesforce, ServiceNow, and Microsoft are investing heavily in multi-agent capabilities.
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Open source dominates innovation — The most active developments continue to occur in the open-source space, with frameworks like Browser Use, MetaGPT, and OpenHands at the forefront.
We will continuously update the platform and add new systems as soon as they meet our quality criteria. Do you have a system we haven't included yet? Contact us [blocked].
All 56 systems are now available in the System Finder [blocked] — with complete profiles, comparison functionality, and the AI-powered wizard that recommends the right system for your requirements.