Abstract
Proposed herein are techniques for a system that automatically generates Agent-to-Agent (A2A) capability cards by scanning Model Context Protocol (MCP) servers and semantically analyzing the tool inventories of the servers. The system transforms low-level tool specifications into high-level capability descriptions through a multi-stage pipeline that extracts schemas, infers dependencies, detects relationships, clusters related tools into skills, and abstracts skills into comprehensive capabilities. The output is a standardized A2A agent card that enables efficient agent discovery and collaboration in multi-agent systems.
Creative Commons License
This work is licensed under a Creative Commons Attribution 4.0 License.
Recommended Citation
Barton, Robert; Sambamoorthy, Arjun; and Udupi, Yathi, "AGENT-TO-AGENT (A2A) AGENT CARD CREATION THROUGH MODEL CONTEXT PROTOCOL (MCP) AND AGENT SKILL COMPILATION", Technical Disclosure Commons, (February 22, 2026)
https://www.tdcommons.org/dpubs_series/9366