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.