scholar-evaluation

Evaluate scholarly papers across eight quality dimensions using the ScholarEval framework.

2|Updated Jun 4, 2026
One-click install
npx skills add https://github.com/Lord1Egypt/scientific-agent-toolkit --skill scholar-evaluation-lord1egypt
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/Lord1Egypt/scientific-agent-toolkit/tree/main/scientific-skills/scholar-evaluation
Command: npx skills add https://github.com/Lord1Egypt/scientific-agent-toolkit --skill scholar-evaluation-lord1egypt

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This skill addresses the challenge of inconsistent and subjective research assessment by providing a standardized, evidence-based framework for evaluating scholarly work.

Core Features & Use Cases

  • Structured Evaluation: Assesses papers across eight dimensions including methodology, analysis, and writing.
  • Quantitative Scoring: Provides a 5-point scale to benchmark research quality and publication readiness.
  • Actionable Feedback: Generates prioritized recommendations to improve research rigor and presentation.
  • Use Case: Use this skill to perform a comprehensive peer-review-style evaluation of a draft research paper before submission to a journal.

Quick Start

Apply the scholar-evaluation skill to the research paper located in the current directory to generate a comprehensive quality 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 scholarly research quality before journal submission?▼

Peer review evaluates research soundness and contribution across eight quality dimensions including methodology and analysis, providing a 5-point quantitative scale to benchmark publication readiness and generate prioritized feedback.

What is the best way to standardize academic peer-review evaluation?▼

Standardizing academic peer review involves applying structured rubrics across eight quality dimensions to assess research soundness and contribution, yielding quantitative scores and actionable feedback to reduce subjective assessment inconsistencies.

Do I need Python to calculate research benchmarking scores?▼

Yes, Python is required to calculate research benchmarking scores, as the ScholarEval framework uses Python scripts to process structured rubrics and generate quantitative 5-point scale scores across the eight evaluation dimensions.

Can I assess publication readiness for a draft research paper automatically?▼

You can assess publication readiness by applying the ScholarEval framework to a draft research paper, which systematically evaluates soundness and contribution across eight dimensions to output a comprehensive quality report with prioritized recommendations.

What dimensions does the ScholarEval framework use for research assessment?▼

The ScholarEval framework assesses research across eight quality dimensions including methodology, analysis, and writing, providing a comprehensive evaluation of a scholarly paper's soundness and overall contribution to its field.

How do I get actionable feedback on a research proposal?▼

To get actionable feedback on a research proposal, apply an evidence-based evaluation framework that analyzes the document across structured rubrics, generating prioritized recommendations to improve research rigor and presentation.