AI That You Can See: Three Real MCP Apps in ChatGPT

The next shift in AI tools is not only smarter text. It is AI you can see — maps, layouts, and lists that show up inside the conversation when a paragraph is not enough.

MCP Apps (the official extension for interactive UI in MCP hosts) are still early. Iframes feel clunky on some hosts, CSP trips up builders, and Claude and ChatGPT do not behave identically. When it works, though, the conversation changes: you get something you can click, drag, or approve — not just read.

Below are three real screenshots from ChatGPT — Canva, Tripadvisor, and Charge Atlas. No stock art, no protocol demo tiles.

1. Canva — brief to posts on screen

A paragraph of brand colors is not a social graphic. The useful moment is the layout on screen — then asking to resize it for each channel.

2. Tripadvisor — landmark to hotel map

A ranked list of hotel names is a start. A map with prices and walk time is where you actually pick where to stay. This view pulled hotels within a few minutes of the Empire State Building and sorted by distance.

3. Charge Atlas — city to charger map

Lat/long pairs in text do not help on the road. You want pins, networks, and a scrollable list before you plug in.

What to watch

For years, work started in search, then moved into websites and dashboards. More tasks now start in chat — and the right surface can appear when text is not enough.

That does not mean every app goes away. It means the honest read is: early, messy, and worth watching. Permissions, privacy, and rough UI still matter.

The AI that matters does not only answer. It hands you work you can see.

Further reading: MCP Apps overview · MCP Apps guide on MCPBundles