Your AgentX submission is technically excellent with comprehensive documentation, but needs agent-optimized presentation to maximize evaluation scores. The README covers the 5 judging criteria well, but doesn't lead with clarity for agent evaluation or include agent-friendly interfaces prominently.
Key Finding: Agents (especially reasoning agents) will parse your README first. Structure must be scannable and interface-centric.