Reprise

What is Reprise?

Reprise converts a finished, flat AI design (from ChatGPT, Midjourney, Claude) back into editable layers and rebuilds it bit‑perfect, returning a fidelity score (MAE 0.00 / 0 stray px) so you can verify the result. It runs locally and free, and can remix a single design into multiple on‑brand variants.

How to use Reprise?

Open the web UI (https://tepesama-reprise-mcp.hf.space → “Try it” tab) and drop an image – no signup required. To add it as an MCP server, run:
claude mcp add --transport http reprise https://tepesama-reprise-mcp.hf.space/gradio_api/mcp/http
The available tools are: reproduce(image) → editable layers + fidelity score, autodetect(image) → detected elements, diagnose(original, reproduction) → fidelity metrics.

Key features of Reprise

• Turns flat AI designs into editable layers with fidelity scoring.
• Fidelity measured by Mean Absolute Error (MAE) and stray pixel count.
• Runs locally and is entirely free – no signup required.
• Remix one design into multiple on‑brand variants.
• Unedited layers remain bit‑perfect; only edited regions are newly generated.
• Auto element‑detection (v1) provides identified elements.

Use cases of Reprise

• Verify that AI‑generated designs are faithfully reproduced.
• Edit and remix a single AI design into several brand‑consistent variants.
• Integrate design verification and remixing into MCP‑based automation workflows.

FAQ from Reprise

How is fidelity measured?

Reprise returns a fidelity score with Mean Absolute Error (MAE) and stray pixel count (e.g., MAE 0.00 / 0 stray px) so you can quantitatively verify the reproduction.

What happens when layers are edited after reproduction?

Unedited layers remain bit‑perfect; only the regions you edit are newly generated, ensuring honesty in the output.

Is Reprise free to use?

Yes. Reproducing runs locally and is free, and you can try it immediately on the web UI without signing up.

What are the current limitations?

Auto element‑detection is version 1 and may not be perfect. The tool is designed to be honest by flagging what it cannot precisely reproduce.

What transport does the MCP server use?

The server uses HTTP transport, as shown in the provided claude mcp add command.