Bifrost Edge

Shadow AI tools discover and govern the AI usage that never passes through an approved control point: browser chat apps, desktop assistants, coding agents, and MCP servers. This guide compares five options for 2026, starting with Bifrost, the AI gateway, paired with Bifrost Edge on every machine.

TL;DR * Shadow MCP is the set of MCP servers employees connect to AI tools without security review, and OWASP lists it as MCP09, "Shadow MCP Servers," in its beta MCP Top 10. * Shadow MCP servers can read local files and call internal APIs with no audit trail,

TL;DR * MCP server governance controls which MCP servers, tools, and users are allowed across your AI traffic, and Bifrost enforces it at both the gateway and the endpoint. * At the gateway, a virtual key with no MCP configuration gets no MCP tools by default, and Virtual MCPs expose only

How CISOs extend AI governance to shadow AI on employee machines, including desktop apps, browser AI and coding agents.

A breakdown of seven shadow AI exposure categories, the control that closes each one, and how to roll them out fleet-wide through MDM.

TL;DR * Shadow AI is any AI use inside an organization outside approved, governed channels: browser chat, desktop AI apps, coding agents, and the MCP servers wired into them. * IBM's 2025 Cost of a Data Breach Report found one in five breached organizations reported a breach involving shadow