Reprise

design.reprisePublished by reprise.designv0.3.0Updated Oct 24, 2026

Un-flatten any flat AI design into editable layers, reproduce it bit-perfect, from your agent.

VerifiedStreamable HTTPWeb executableMedia & DesignAI & ML

Overview

AI-generated overview

Reprise turns a flat design image into editable layers and reproduces it bit-perfect, returning fidelity scores so an assistant can check the result.

What you can do
Un-flatten a flat design image into editable layers and reproduce it, returning a bit-perfect flag and fidelity metrics such as MAE, PSNR, exact-match percentage and stray pixels (reproduce). Auto-detect subjects and text in a design image as relative bounding boxes, with a count of detected elements (autodetect). Score how faithfully a reproduction matches the original using the same fidelity metrics (diagnose).
When to use it
Useful when an assistant works with AI-generated or flat design images and needs to split them into editable layers, locate elements, or verify that a reproduction matches the original before handing it off.
Requirements
A remote MCP endpoint reached over streamable HTTP; no packages, environment variables or headers are declared. No authentication is declared.
Before you install
The endpoint is remote, so design images submitted to it are sent to a third-party service. No authentication is declared, so do not send confidential or proprietary designs. Reproduce and autodetect process user-supplied images; results are returned as JSON metrics and bounding boxes.

Installation

In SourceWeft

  1. Open Reprise in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/design.reprise%2Freprise/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "reprise": {
      "type": "http",
      "url": "https://tepesama-reprise-mcp.hf.space/gradio_api/mcp/http"
    }
  }
}

Tools

3

reproduce

Un-flatten a flat design image into editable layers and reproduce it bit-perfect, returning the fidelity score. Returns: A JSON string with a bit_perfect flag and fidelity metrics (mae, psnr, exact-match %, stray px).

Parametersimage

autodetect

Auto-detect the elements (subjects and text) in a design image as relative bounding boxes. Returns: A JSON string with the detected elements (relative bboxes) and their count.

Parametersimage

diagnose

Score how faithfully a reproduction matches an original (MAE / PSNR / exact-match % / stray px). Returns: A JSON string with the fidelity metrics.

Parametersoriginalreproduction

Version history

1
  1. v0.3.0LatestSep 16, 2026

Score

72% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts

    Publish an icon in the registry entry.

  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.