Introduction AI agents are rapidly transforming multiple industries by automating complex workflows, enabling natural language interactions, and enhancing decision-making processes. However, a critical challenge impeding their broader adoption and integration is the fragmentation of AI agent ecosystems. Numerous competing frameworks such as LangChain, AutoGen, CrewAI, OpenAI Assistants, and Claude Code have emerged, each with their…