# Scholar Evaluation

Systematically evaluate scholarly work using the ScholarEval framework, providing...

- Repository: https://github.com/LeonChaoX/qinyan-academic-skills (996 stars)
- Category: Writing
- License: MIT license
- Last updated: 2026-07-20
- Runs scripts: yes, review before use

## Install

Claude Code: `npx skills add LeonChaoX/qinyan-academic-skills --skill scholar-evaluation -g -a claude-code -y`
Codex: `npx skills add LeonChaoX/qinyan-academic-skills --skill scholar-evaluation -g -a codex -y`
Cursor: `npx skills add LeonChaoX/qinyan-academic-skills --skill scholar-evaluation -g -a cursor -y`
Gemini CLI: `npx skills add LeonChaoX/qinyan-academic-skills --skill scholar-evaluation -g -a gemini-cli -y`

## Description

Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable feedback.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# Scholar Evaluation

## Overview

Apply the ScholarEval framework to systematically evaluate scholarly and research work. This skill provides structured evaluation methodology based on peer-reviewed research assessment criteria, enabling comprehensive analysis of academic papers, research proposals, literature reviews, and scholarly writing across multiple quality dimensions.

## When to Use This Skill

Use this skill when:
- Evaluating research papers for quality and rigor
- Assessing literature review comprehensiveness and quality
- Reviewing research methodology design
- Scoring data analysis approaches
- Evaluating scholarly writing and presentation
- Providing structured feedback on academic work
- Benchmarking research quality against established criteria
- Assessing publication readiness for target venues
- Providing quantitative evaluation to complement qualitative peer review

## Visual Enhancement with Scientific Schematics

**When creating documents with this skill, always consider adding scientific diagrams and schematics to enhance visual communication.**

If your document does not already contain schematics or diagrams:
- Use the **scientific-schematics** skill to generate AI-powered publication-quality diagrams
- Simply describe your desired diagram in natural language
- Nano Banana Pro will automatically generate, review, and refine the schematic

**For new documents:** Scientific schematics should be generated by default to visually represent key concepts, workflows, architectures, or relationships described in the text.

**How to generate schematics:**
```bash
python scripts/generate_schematic.py "your diagram description" -o figures/output.png
```

The AI will automatically:
- Create publication-quality images with proper formatting
- Review and refine through multiple iterations
- Ensure accessibility (colorblind-friendly, high contrast)
- Save outputs in the figures/ directory

The rest: https://github.com/LeonChaoX/qinyan-academic-skills/blob/HEAD/skills/04-研究方法与科学思维/scholar-evaluation/SKILL.md