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March 12, 2026Open Access

MCP in the Wild: Cross-Domain Knowledge Discovery through Multi-Server Orchestration

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Authors

ADArif Dogan

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Implication

Empirical study discovers new insights in cross-domain knowledge via multi-server orchestration, suggesting novel composition patterns.

Key Points

  • The aim is to explore knowledge discovery through multi-server orchestration using the Model Context Protocol (MCP).
  • Conducted an empirical study with a multi-server MCP orchestration.
  • Utilized seventeen real MCP tool calls across six diverse servers.
  • Benchmarked seven large language models on identical datasets for consistency.
  • Identified nine cross-domain insights from the orchestration.
  • All seven models revealed the undocumented mechanism-pattern gap in MCP.
  • Proposed five new pattern compositions for multi-server MCP.

Cite This Study

Arif Dogan (2026) studied this question.

synapsesocial.com/papers/69b258a396eeacc4fcec8856https://doi.org/10.5281/zenodo.18917784
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