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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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Brandon Mukadziwashe

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Open access Aug 2026

MetaboAnnotate: An AI-powered Multi-agent Framework for Integrating Annotation Tools for Untargeted Metabolomics

Evaluation on the CASMI 2016 and CASMI 2022 benchmarks shows that agreement among independent annotation tools substantially reduces false discovery rates and improves annotation accuracy, and application to a fecal metabolomics dataset further demonstrates the utility of multi-tool consensus for identifying high-confi...

Yan-Zhou Chen, Brandon Mukadziwashe, Frederick Zhang et al. · 0 citations

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