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All issuesVolume 339, Issue 4IT Vendor NewsDataRobot

How Can Enterprises Govern MCP Connections at Scale?

DataRobot, Friday, June 26th, 2026

DataRobot argues enterprises must treat MCP connections as governed parts of their agentic AI control plane.

The article argues that governing Model Context Protocol (MCP) connections requires treating them as part of an organization's agentic AI control plane rather than ordinary integrations.

Enterprises need governance covering server ownership, tool semantics, agent authorization, runtime monitoring, and audit capabilities. Key risks include tool hallucination, permission drift through composition, and autonomous execution without oversight.

DataRobot recommends operationalizing governance through discovery and inventory, risk classification, regular access reviews triggered by both schedule and system changes, and decision-level audit trails capturing planning context, tool selection, parameter binding, and outcomes.

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