scholar-evaluation

Evaluate scholarly work across multiple research quality dimensions.

8|Updated Nov 19, 2025
One-click install
npx skills add https://github.com/sanand0/scientific-research --skill scholar-evaluation-sanand0
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/sanand0/scientific-research/tree/main/.claude/skills/scholar-evaluation
Command: npx skills add https://github.com/sanand0/scientific-research --skill scholar-evaluation-sanand0

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires json, argparse, sys, pathlib, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides a structured and systematic framework to evaluate the quality, rigor, and impact of scholarly and research work, moving beyond subjective assessments.

Core Features & Use Cases

  • Comprehensive Evaluation: Assesses research papers, proposals, and literature reviews across multiple dimensions (problem formulation, methodology, writing, etc.).
  • Structured Feedback: Generates detailed qualitative and quantitative assessments with actionable recommendations.
  • Use Case: A journal editor can use this Skill to get a standardized evaluation of a submitted manuscript, ensuring all critical aspects are assessed consistently before peer review.

Quick Start

Use the scholar-evaluation skill to evaluate the attached research paper using the comprehensive dimension-based workflow.

Frequently Asked Questions about scholar-evaluation

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

FAQPage Schema
How do I systematically evaluate a research paper's methodology and writing quality?

To systematically evaluate research papers, this skill applies the ScholarEval methodology to assess problem formulation, literature reviews, methodology, data collection, analysis, and writing quality across multiple dimensions using detailed criteria and rubrics.

What is the best way to standardize peer review and academic assessment for a manuscript?

Standardizing academic assessment requires a structured framework that scores research work across dimensions like methodology and data collection. This skill generates detailed qualitative and quantitative evaluations with actionable recommendations for consistent peer review.

Can I calculate aggregate scores for scholarly work evaluation using Python scripts?

Yes, you can calculate aggregate scores for scholarly work evaluation using the included Python script `scripts/calculate_scores.py`, which processes the systematic assessment results generated from the evaluation framework.

Does this research evaluation framework critique problem formulation and data analysis?

Yes, this research evaluation framework explicitly critiques problem formulation and data analysis. It evaluates scholarly work comprehensively, covering literature review, methodology, data collection, results interpretation, and scientific writing quality.

What dimensions does the ScholarEval methodology assess when reviewing literature?

The ScholarEval methodology assesses literature reviews across multiple dimensions including problem formulation, methodology, data collection, analysis, results interpretation, and scholarly writing quality, utilizing detailed criteria found in the evaluation framework.

Are there limitations to using an automated framework for methodology critique?

While this framework provides a systematic approach for methodology critique, it moves beyond subjective assessments by using structured rubrics. It serves as a standardized evaluation tool for journal editors to ensure critical aspects are assessed consistently before peer review.