Verified business dashboards inside ChatGPT and Claude via MCP Apps

Interactive UI returned by a tool changes what an MCP server can be, and this is one of the few practical descriptions of how to build one.

• MCP — The Model Context Protocol — an open standard that lets any AI assistant plug into any tool or data source without custom integration code.

• videoMCP Apps: Extending the Frontier — Ido Salomon & Liad YosefAI Engineer
• clipMCP-UI became the official MCP apps extensionAI Engineer
• videoMCP Apps: Give the Model Data, Give the User a UI — Dustin Mihalik, IndeedAI Engineer

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