~/talk

When chatbots grow buttons: Building MCP apps

Talkat MCP Live! 2026 · on Wednesday, 2026-09-09· [web-platform, ai-assisted-development]
slides:none on file

FastMCP plus a new Python library called Prefab lets servers render full interactive UIs inside chat by returning a JSON-backed component instead of raw data; examples include an in-chat Excalidraw embed, sortable data tables paired with pie charts, and a file upload flow that avoids tokenizing file bytes. Prefab ships about 125 components, compiles Python to a React-renderable JSON protocol, adds a recent TypeScript port, and previews app-provided tools so agents can call UI actions directly.

AI-written summary · about

  1. 0:00Introduction to MCP apps
  2. 1:02Traditional MCP tools limits
  3. 2:06What are MCP apps
  4. 3:51Frontend development challenge
  5. 4:54Prefab components for MCP
  6. 6:19UI with Prefab in Python
  7. 8:04FastMCP for MCP apps
  8. 9:27Complex UIs with Prefab
  9. 10:30Generative UI with MCP
  10. 10:50File uploads with MCP
  11. 11:53Customization in Prefab
  12. 12:36Prefab docs and playground
  13. 13:21Future of MCP tools
  14. 14:45Closing and call to action
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