scholar-evaluation

Evaluate scholarly work across research quality dimensions with quantitative scoring.

Updated May 17, 2026
One-click install
npx skills add https://github.com/galeep/plugin-place --skill scholar-evaluation-galeep
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/galeep/plugin-place/tree/main/plugins/sci-scientific-communication/skills/scholar-evaluation
Command: npx skills add https://github.com/galeep/plugin-place --skill scholar-evaluation-galeep

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires scripts/calculate_scores.py, references/evaluation_framework.md, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides a comprehensive, systematic approach to evaluating scholarly work, addressing the need for structured assessment and quantitative scoring across various research quality dimensions.

Core Features & Use Cases

  • Structured Assessment: Evaluates research quality across dimensions like problem formulation, methodology, analysis, and writing.
  • Quantitative Scoring: Offers a 5-point scale for each dimension, enabling objective evaluation.
  • Actionable Feedback: Provides specific feedback on strengths, weaknesses, and areas for improvement.
  • Integration with Scientific Writer: Seamlessly integrates with scientific writing workflows for continuous improvement.
  • Use Case: For researchers seeking a structured and quantitative method to evaluate their work or peer reviews.

Quick Start

Use the scholar-evaluation skill to evaluate the research paper 'paper-on-ml-for-drug-discovery.pdf'.

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 scholarly work with quantitative scoring?▼

To systematically evaluate scholarly work, you can use the ScholarEval framework to assess research quality across dimensions like problem formulation, methodology, analysis, and writing, generating a 5-point quantitative score and actionable feedback.

What dimensions are assessed in a structured academic review?▼

A structured academic review evaluates research quality across key dimensions including problem formulation, methodology, analysis, and writing, providing specific feedback on strengths, weaknesses, and areas for improvement.

How do I calculate research assessment scores for a peer review?▼

You can calculate research assessment scores by running the provided Python scripts, which compute a 5-point scale quantitative evaluation across multiple research quality dimensions based on the ScholarEval framework.

Does this scholarly evaluation framework require Python to generate scores?▼

Yes, generating quantitative scores requires Python to execute the calculation scripts, and it also uses evaluation framework documentation to apply the detailed assessment criteria to the scholarly work.

Can I integrate structured feedback into a scientific writing workflow?▼

Yes, the scholarly evaluation process integrates seamlessly with scientific writing workflows, allowing researchers to apply structured assessment and quantitative scoring for continuous manuscript improvement.

Are there limitations to using a 5-point scale for research assessment?▼

The 5-point scale provides objective evaluation but is limited to the defined dimensions of problem formulation, methodology, analysis, and writing, meaning highly nuanced qualitative aspects may require additional contextual feedback.