Is this skill suitable for student thesis evaluation?

Absolutely. It can provide developmental, structured feedback on thesis chapters, focusing on identifying gaps in literature and methodological limitations.

What is the ScholarEval framework?

ScholarEval is a retrieval-augmented evaluation framework that assesses research based on two fundamental criteria: soundness (empirical validity) and contribution (degree of advancement over existing literature).

Does it help with academic writing quality?

Yes, the skill includes a specific dimension for Scholarly Writing & Presentation, evaluating clarity, academic tone, grammar, and logical flow.

Can this skill score research papers?

Yes, it provides both qualitative assessments and quantitative scores on a 5-point scale across dimensions like methodology, analysis, and problem formulation.

Scholar Evaluation Framework

Name: Scholar Evaluation Framework
Author: ricable

byricable

•

Data Science & ML

Systematically evaluates research papers, literature reviews, and academic methodologies using the ScholarEval framework to ensure scientific rigor and novelty.

The Scholar Evaluation skill provides a structured methodology for assessing the quality and impact of scholarly work within Claude. Based on the peer-reviewed ScholarEval framework, it enables comprehensive analysis across eight core dimensions—ranging from problem formulation and methodology to data analysis and writing quality. It is designed for researchers, students, and peer reviewers who need to benchmark academic work, provide actionable feedback for publication readiness, or verify the soundness of research proposals and findings.

Key Features

011 GitHub stars

02Quantitative scoring with weighted averaging and threshold analysis

03Benchmarking tools for research novelty and contribution

04Multi-dimensional quality assessment across 8 core academic categories

05Scientific writing and citation accuracy verification

06Structured feedback generation prioritized by impact and feasibility

Use Cases

01Conducting internal peer reviews of research paper drafts before submission

02Evaluating the rigor and comprehensiveness of literature reviews

03Assessing research proposals for methodological soundness and feasibility

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add ricable/ultimate-ai-agent scholar-evaluation

For use in Claude.ai and ChatGPT

Download Skill