reprise

design.reprise/repriseVersion 0.3.0

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

Status

Responds231 msNov 14, 2026, 14:24 UTCAnswered our handshake without sign-in.

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Data from the official MCP Registry, checked by run.zero. How we check

Streamable HTTP

https://tepesama-reprise-mcp.hf.space/gradio_api/mcp/httpResponds231 msNov 14, 2026, 14:24 UTC

No sign-in

claude mcp add --transport http reprise https://tepesama-reprise-mcp.hf.space/gradio_api/mcp/http

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Settings > Connectors > Add custom connector
Name: reprise
Remote MCP server URL: https://tepesama-reprise-mcp.hf.space/gradio_api/mcp/http

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

code --add-mcp '{"name":"reprise","type":"http","url":"https://tepesama-reprise-mcp.hf.space/gradio_api/mcp/http"}'

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3 tools

Tools of reprise
	Description		Read-only	Idempotent	Open world
`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.	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.	Not declared	Not declared	Not declared	Not declared
`diagnose`Score how faithfully a reproduction matches an original (MAE / PSNR / exact-match % / stray px). Returns: A JSON string with the fidelity metrics.	Score how faithfully a reproduction matches an original (MAE / PSNR / exact-match % / stray px). Returns: A JSON string with the fidelity metrics.	Not declared	Not declared	Not declared	Not declared
`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).	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).	Not declared	Not declared	Not declared	Not declared

Registry status: Active
Published: Jun 20, 2026
Updated: Jun 20, 2026
Website: https://reprise.design/⁠ (opens in a new tab)
Repository: Not given
Categories (suggested): Design and mediaSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared