Agent skill

evaluate-diagram

View SKILL.md on GitHub Repository
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Install this agent skill to your Project

npx add-skill https://github.com/llmsresearch/paperbanana/tree/main/.claude/skills/evaluate-diagram

SKILL.md

Evaluate Diagram

Evaluate a generated diagram against a human reference using PaperBanana's VLM-as-Judge scoring.

Instructions

  1. $ARGUMENTS[0] is the path to the generated image.
  2. $ARGUMENTS[1] is the path to the human reference image.
  3. Ask the user for:
    • Source context: the methodology text (or a file path to read it from). If the user provides a file path, read that file to get the text.
    • Figure caption: a description of what the diagram communicates.
  4. Call the MCP tool evaluate_diagram with:
    • generated_path: the generated image path
    • reference_path: the reference image path
    • context: the methodology text content
    • caption: the figure caption
  5. Present the evaluation scores to the user. Scores cover 4 dimensions: Faithfulness, Conciseness, Readability, and Aesthetics.

CLI Fallback

If the MCP tool is not available, fall back to the CLI:

bash
paperbanana evaluate --generated <generated-img> --reference <reference-img> --context <context-file> --caption "<caption>"

Example

/evaluate-diagram output.png reference.png

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