One-click install
npx skills add https://github.com/LeonChaoX/qinyan-academic-skills --skill scholar-evaluation-leonchaox
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/04-%E7%A0%94%E7%A9%B6%E6%96%B9%E6%B3%95%E4%B8%8E%E7%A7%91%E5%AD%A6%E6%80%9D%E7%BB%B4/scholar-evaluation
Command: npx skills add https://github.com/LeonChaoX/qinyan-academic-skills --skill scholar-evaluation-leonchaox

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and scripts (resource) components.

What problem does it solve?

Scholar evaluation helps you rigorously assess the quality of academic work and convert vague feedback into structured, prioritized improvement actions.

Core Features & Use Cases

  • Dimension-based evaluation with quantitative scoring to produce consistent assessments across research-quality areas.
  • Actionable feedback synthesis that identifies strengths, critical weaknesses, and ranked recommendations.
  • Broad coverage of scholarly materials including papers, proposals, literature reviews, abstracts, and thesis chapters.

Quick Start

Ask the AI to evaluate your draft using the ScholarEval framework and return dimension-by-dimension scores plus prioritized revision recommendations.

Frequently Asked Questions about scholar-evaluation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate research paper quality using a structured rubric?

You can evaluate a literature review by applying a systematic rubric across problem formulation, methodology, analysis, writing, and citations. This generates quantitative dimension scores and prioritized revision recommendations to improve your draft.

Can I score a thesis chapter or research proposal for methodology assessment?

Yes, you can score a thesis chapter or research proposal for methodology assessment. The evaluation framework analyzes these scholarly materials across defined dimensions to produce evidence-grounded quality judgments and an overall readiness summary.

What is the best way to get actionable feedback on my academic writing?

The best way to get actionable feedback on academic writing is using a structured evaluation framework that identifies critical weaknesses and ranks recommendations. This converts vague peer review comments into prioritized revision actions.

How does a quality rubric score research writing across multiple dimensions?

A quality rubric scores research writing by systematically evaluating problem formulation, methodology, analysis, writing, and citations. It produces quantitative dimension scores and evidence-grounded feedback to guide targeted revisions.

Does peer review evaluation work for abstracts and literature reviews?

Yes, peer review evaluation works for abstracts and literature reviews. The framework applies consistent dimension-based scoring to produce structured quality judgments and actionable improvement recommendations across these scholarly formats.

When should I use a systematic methodology assessment for scholarly work?

You should use a systematic methodology assessment for scholarly work when you need to convert vague feedback into structured, prioritized improvement actions. It provides consistent rubric-based scoring across research-quality areas to generate quantitative judgments.