Motif
An MCP server that watches your screen recording and finds the bug
- Role
- Author
- Where
- Open source · 2026
- Status
- Shipped

Motion-aware debugging for AI coding assistants. Drop a GIF of your UI bug, get the fix.
MCP
Native to the agent, not a destination
The problem
UI bugs are easy to record and painful to describe. Every reporting flow asks you to translate a video you already have into prose that loses the detail that mattered.
What I built
An MCP server that diagnoses UI bugs directly from screen recordings using Gemini 2.5 Flash — so the coding assistant you are already talking to can watch the GIF itself instead of asking you to describe it.
Shipping it as MCP rather than an app is the point. It is the integration-layer bet in miniature: the capability shows up inside the tool you already use instead of asking you to visit one more.