Scholar Evaluation

Evaluate scholarly work across quality dimensions with scoring and feedback.

Updated Feb 17, 2026
One-click install
npx skills add https://github.com/unerue/skills --skill scholar-evaluation-unerue
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Scholar Evaluation
Source: https://github.com/unerue/skills/tree/main/skills/scientific-evaluation
Command: npx skills add https://github.com/unerue/skills --skill scholar-evaluation-unerue

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill provides a structured methodology to systematically evaluate scholarly and research work, ensuring comprehensive analysis across multiple quality dimensions.

Core Features & Use Cases

  • Dimension-Based Evaluation: Assess research papers, proposals, and literature reviews against defined criteria (Problem Formulation, Methodology, Writing, etc.).
  • Scoring and Feedback: Generate qualitative assessments and quantitative scores, providing actionable feedback for improvement.
  • Use Case: A researcher needs to evaluate a grant proposal for scientific rigor and potential impact. This Skill guides them through a systematic review process, highlighting strengths and weaknesses based on established academic standards.

Quick Start

Use the Scholar Evaluation skill to evaluate the attached research paper using the detailed criteria in references/evaluation_framework.md.

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 for peer review?

Evaluate a research paper by applying the ScholarEval framework to assess scholarly work across multiple quality dimensions like problem formulation and methodology. It generates both qualitative feedback and quantitative scores for academic assessment.

What dimensions are used in scholarly writing assessment frameworks?

Scholarly writing assessment frameworks evaluate research across dimensions such as Problem Formulation, Methodology, and Writing. This framework provides structured methodology based on peer-reviewed research assessment criteria to generate actionable feedback.

Can I use this academic assessment framework to review grant proposals?

Yes, you can use this academic assessment framework to review grant proposals. It guides users through a systematic review process to highlight strengths and weaknesses based on established scientific rigor and potential impact criteria.

Do I need pandas and numpy installed to run research evaluation scripts?

Yes, you need pandas, numpy, and scipy installed to run these research evaluation scripts. These dependencies support the framework's advanced implementation depth for dimension-based scoring and structured methodology.

How do I generate actionable feedback for a literature review?

Generate actionable feedback for a literature review by evaluating it against defined criteria in the evaluation framework. This process produces qualitative assessments and quantitative scores to highlight specific areas for improvement.