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AI Discovery

Inventory First​

Before you set any policy, Cerbera AI builds an inventory of the AI in use across your fleet, called the AI Registry. The first wave of value is simply visibility: knowing which AI providers, applications, and MCP servers your people use, and in what proportion.

Cerbera maintains the catalog of what it can detect, and keeps it current as new tools appear. When usage is found, it is surfaced so you can see who uses what.

What the Registry Covers​

The registry is organized into six views:

ViewWhat it shows
ProvidersThe AI providers reached (for example Claude, ChatGPT, Gemini), across browser, desktop, and CLI usage.
ApplicationsThe client applications and processes making those calls.
MCP serversEvery MCP server connected to, with a risk score for each. See MCP Governance.
PackagesPackages downloaded by agents, part of the supply-chain picture.
UsersPer-person usage, drillable into everything that person touched.
SessionsIndividual AI interaction sessions.

Each row drills into a detail view: for example a specific provider's usage across the fleet, or a specific MCP server's clients, users, and tool-call volume.

MCP Visibility​

MCP gets its own view within the registry, with a risk score per server: a server maintained directly by a well-known provider (for example Slack's own MCP server) scores lower risk than a third-party or community wrapper around a vendor's API, maintained by unknown parties, that users frequently connect to and hand over API keys or tokens to.

The dashboard shows how people connect to each server, its risk band, and volume of tool calls, so you can decide what to allow or block. For full rule mechanics, see MCP Governance.

From Discovery to Policy​

Discovery feeds directly into your rules. A typical path:

  1. Monitor

    Run silently for a few weeks to learn what is actually in use.

  2. Review

    Look at the registry across providers, applications, MCP servers, and packages, and the risk scores and alerts Cerbera surfaces.

  3. Decide

    Write allow rules for sanctioned providers and servers, and block rules for the ones you do not want.

  4. Enforce

    Tighten toward block-by-default for the categories you have catalogued the bulk of legitimate usage for.

Next Steps​