scholar-evaluation

Evaluate scholarly papers using structured rubrics and a 5-point scoring system.

Updated Apr 7, 2026
One-click install
npx skills add https://github.com/trungkiet2005/cultural_alignment --skill scholar-evaluation-trungkiet2005
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/trungkiet2005/cultural_alignment/tree/main/.claude/skills/scholar-evaluation
Command: npx skills add https://github.com/trungkiet2005/cultural_alignment --skill scholar-evaluation-trungkiet2005

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill offers a structured approach to evaluate scholarly and research work, providing a framework for comprehensive analysis based on peer-reviewed research assessment criteria.

Core Features & Use Cases

  • Structured Evaluation: Systematic analysis of academic papers, proposals, and literature reviews across multiple quality dimensions.
  • Dimension-Based Assessment: Evaluate across core dimensions like problem formulation, methodology, data quality, and scholarly writing.
  • Scoring and Rating: Provides both qualitative and quantitative feedback with a 5-point scale.
  • Integration with Scientific Writer: Seamless integration for post-paper generation, revision tracking, and publication preparation.

Quick Start

Evaluate the provided research paper on drug discovery using the Scholar Evaluation skill.

Frequently Asked Questions about scholar-evaluation

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

FAQPage Schema
How do I evaluate an academic paper using a structured methodology?

Structured evaluation of academic papers requires analyzing problem formulation, methodology, data quality, and scholarly writing. This framework uses structured rubrics and a 5-point scoring system to provide both qualitative and quantitative assessment feedback.

What is dimension-based research assessment for scholarly work?

Dimension-based research assessment systematically analyzes scholarly work across core dimensions including problem formulation, methodology, data quality, and scholarly writing. It applies a 5-point scoring scale to generate both qualitative and quantitative evaluation feedback for academic papers.

Do I need Python to run analysis scripts for research assessment?

Yes, Python is required to run the analysis scripts used for scholarly evaluation. The framework relies on these scripts and markdown documentation to execute structured rubric-based assessments and generate scoring outputs for academic papers and proposals.

Can I use this scholarly evaluation framework for research proposals and literature reviews?

Yes, the structured evaluation framework is applicable to academic papers, proposals, and literature reviews. It systematically assesses these documents across dimensions like problem formulation and methodology using structured rubrics and a 5-point rating scale.

What's the best way to score academic writing quality during a peer review?

The best way to score academic writing quality is to apply a structured rubric with a 5-point rating scale. This framework assesses scholarly writing dimensions alongside methodology and problem formulation to generate both qualitative and quantitative evaluation feedback.

How does scientific writer integration work for post-paper generation evaluation?

Scientific writer integration enables seamless post-paper generation evaluation, revision tracking, and publication preparation. It applies structured rubrics and scoring systems to assess the generated scholarly work across core dimensions like methodology and writing quality.