Give your AI agent the same visibility you have in the Power Automate portal — plus a bit more. The Graph API only returns top-level run status — agents can't see action inputs, loop iterations, or nested failures. Flow Studio MCP exposes all of it.
You can click through the portal and find the root cause. Your agent can't — unless it has MCP.
- Your agent can see that a flow failed, but not why — Graph API only returns status codes
- You want your agent to see action-level inputs and outputs, like you can in the portal
- A loop has hundreds of iterations and some produced bad output — in the portal you'd click through each one, but the agent can scan all iteration inputs and outputs at once
- You want to check flow health, failure rates, and maker activity across your tenant without opening the admin center
- You need to classify flows, detect orphaned resources, or audit connectors at scale — without installing the CoE Starter Kit
- You're tired of being the middle-man between your agent and the portal
The core difference: Graph API gives your agent run status. MCP gives your agent the inputs and outputs of every action.
| What the agent sees | Graph API | Flow Studio MCP |
|---|---|---|
| Run passed or failed | Yes | Yes |
| Action inputs and outputs | No | Yes |
| Error details beyond status code | No | Yes |
| Child flow run details | No | Yes |
| Loop iteration data | No | Yes |
| Flow definition (read + write) | Limited | Full JSON |
| Resubmit / cancel runs | Limited | Yes |
| Cached flow health & failure rates | No | Yes |
| Maker / Power Apps / connection inventory | No | Yes |
| Governance metadata (tags, impact, owner) | No | Yes |