scholar-evaluation

Evaluate scholarly work with dimension scores using the ScholarEval framework.

Updated Mar 16, 2026
One-click install
npx skills add https://github.com/WanLanglin/spec-driven-vibe-research-skills --skill scholar-evaluation-wanlanglin
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/WanLanglin/spec-driven-vibe-research-skills/tree/main/skills/review/scholar-evaluation
Command: npx skills add https://github.com/WanLanglin/spec-driven-vibe-research-skills --skill scholar-evaluation-wanlanglin

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Systematically evaluate scholarly work using a standardized rubric to produce actionable feedback and comparable quality metrics across papers, proposals, and literature reviews.

Core Features & Use Cases

  • Dimension-based evaluation across Problem Formulation, Literature Review, Methodology, Data & Analysis, and Writing with quantitative scoring
  • Benchmarking against established criteria and generating structured feedback for revisions
  • Use Cases: evaluating research papers, proposals, and reviews to prepare for submission or grant evaluation

Quick Start

Run ScholarEval on a manuscript to generate a dimensioned evaluation report.

Frequently Asked Questions about scholar-evaluation

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

FAQPage Schema
How do I evaluate a research paper using structured peer-review scoring?

To evaluate a research paper, apply a structured peer-review framework that scores dimensions like Problem Formulation, Methodology, and Data Analysis to generate quantitative metrics and actionable revision feedback.

Can I use dimension scoring to assess a literature review before submission?

Yes, dimension scoring assesses literature reviews by benchmarking them against established criteria across specific academic dimensions, producing structured feedback to identify gaps and improve quality prior to submission.

What is the best way to generate actionable feedback for a thesis or grant proposal?

The best way to generate actionable feedback for a grant proposal is using a standardized ScholarEval framework that applies quantitative scoring across writing, methodology, and problem formulation to benchmark against established criteria.

How does the ScholarEval framework calculate aggregated dimension scores?

The ScholarEval framework calculates aggregated dimension scores by applying evaluation rubrics from a reference framework and utilizing a scoring calculator to compute quantitative results across five core academic dimensions.

Does this scholarly evaluation approach work with conference abstracts?

Yes, this scholarly evaluation approach works with conference abstracts, applying the same structured dimension scoring and benchmarking criteria used for full research papers and literature reviews to yield comparable quality metrics.

When do I need a standardized rubric for research assessment?

You need a standardized rubric for research assessment when preparing manuscripts for submission, evaluating grant proposals, or reviewing literature to ensure systematic, comparable quality metrics and structured revision feedback.