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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Leonardo Liparulo

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Preprint Aug 2026

Benchmarking AI Agents for Hardware Design Automation via MCP Tool Calling

Results show that strong models can achieve near-complete expected-call coverage on the benchmarked workflows, but reliability depends strongly on both task structure and agent configuration, and practical guidance for deploying local LLM agents in stateful hardware design environments is provided.

Leonardo Liparulo, F. Pierri · 0 citations

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