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io.github.IzikLisbon/mufmuf-mcp

Official

by IzikLisbon

Score how visually compatible two photos are (1-10), with sub-scores and an explanation.

The MCP server scores how visually compatible two photos are on a 1-10 scale, providing sub-scores and an explanation to justify the result.

🛠️ Key Features

  • Visual compatibility scoring (1-10) with breakdown of sub-scores
  • Explanations accompanying each score for transparency
  • Lightweight server designed for quick evaluation of image pairs

🚀 Use Cases

  • Assessing photo pair compatibility for collages and design comps
  • Image curation workflows requiring explainable similarity metrics
  • Automated QA for visual consistency across a gallery

⚡ Developer Benefits

  • Clear scoring schema with sub-scores and rationale
  • Simple, focused API surface for integration
  • Suitable for inclusion in image processing pipelines

⚠️ Limitations

  • Based on provided input images; results depend on input quality
  • Sub-score methodology not elaborated beyond description
  • No deployment or runtime details included in source data

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