Mira Okoro

Five security controls platform teams must verify when comparing MCP access tools.

Security incidents in AI agents span tool execution, memory.

AI agents need task-scoped credentials, not standing access.

Enterprise teams need to carefully balance Copilot's MCP server power with security guardrails.

Plan tier, rate limits, and OAuth choice determine what agents can actually do in Notion.

Unified traces across agent and MCP boundaries reveal hidden execution paths and costs.

The exact sequence of requests and checks that happen when an agent calls an MCP tool.

Slack agents inherit enterprise system access with no built-in approval controls.

Gateways enforce security that MCP left unbuilt; platforms add catalog and identity to the equation.

Platform engineering must evolve to govern AI agents with the same rigor it uses for humans.

Enterprises are deploying AI agents faster than security frameworks can govern them.