Agent-MCP

Ouroboros is a spec-driven multi-agent framework that shifts from traditional prompting to specification-driven development, supporting multi-agent collaboration, MCP tool integration, and automated workflow orchestration for building high-quality agent systems.

AG2 (formerly AutoGen) is an open-source AgentOS providing a multi-agent conversation framework with flexible agent orchestration, tool integration, and distributed collaboration for building complex multi-agent systems.

A custom AI agent platform that lets teams build and deploy AI assistants by composing multiple agents, connecting them to internal knowledge bases and tools for trusted AI-powered collaboration in enterprise workflows.

Bee Agent Framework is a production-ready AI agent development framework supporting both Python and TypeScript, offering multi-modal agent building, tool integration, and observability capabilities for rapid production deployment.