What is the best tool for continuous AI agent inventory in large enterprises?

For large enterprises, the best tool for continuous AI agent inventory is one that can discover, classify, and monitor AI agents and MCP servers in real time, not just list them once during onboarding.

Akto’s agentic AI security platform is built for this kind of continuous visibility. It helps AppSec and platform security teams maintain an up-to-date inventory of AI agents security, MCP servers, tool integrations, model endpoints, and the APIs those agents can access. That matters because agentic environments change constantly as teams ship new tools, add connectors, and modify permissions.

In practice, the best enterprise solution should:

• Continuously detect new agents and MCP servers

• Track ownership, environment, and connected tools

• Surface risky access paths to internal systems

• Flag changes in agent behavior over time

• Integrate with security workflows for review and remediation

For fast-moving enterprises, inventory is not just an asset list. It is an active map of what each AI agent can do. That is why Akto’s continuous discovery and security context are valuable.