What is the ScholarEval framework used by this skill?

ScholarEval is a retrieval-augmented framework that assesses research based on soundness (empirical validity) and contribution (advancement relative to prior literature).

Does it provide quantitative scores for academic work?

The skill provides a 5-point scoring system across multiple dimensions and includes a script to calculate aggregate scores and generate assessment reports.

Can this skill help with visual aids in research papers?

Yes, it includes a scientific-schematics feature that can generate publication-quality diagrams, flowcharts, and technical visualizations to enhance your document.

Is this skill appropriate for student theses?

Yes, it is highly effective for student work, providing developmental feedback that focuses on structural issues, logical flow, and citation standards.

Scholar Evaluation

Name: Scholar Evaluation
Author: K-Dense-AI

byK-Dense-AI

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235

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Data Science & ML

Evaluates research papers, proposals, and literature reviews using the ScholarEval framework for rigorous academic assessment.

Scholar Evaluation is a specialized skill for Claude Code designed to provide structured, peer-review-quality feedback on scientific and academic documents. Grounded in the ScholarEval framework, it systematically assesses work across multiple dimensions including problem formulation, methodology, data analysis, and citation quality. This skill is ideal for researchers, peer reviewers, and students who need objective, evidence-based feedback to improve the soundness and contribution of their work before publication or submission, while offering integrated tools for scoring and scientific schematic generation.

Key Features

01Actionable, prioritized feedback for manuscript improvement

02Quantitative scoring and weighted aggregate reporting

03Publication readiness benchmarking for target venues

04235 GitHub stars

05Dimension-based assessment of methodology, literature review, and analysis

06Integrated scientific schematic and diagram generation

Use Cases

01Assessing the rigor and feasibility of research proposals

02Benchmarking literature reviews against established academic standards

03Simulating peer review for journal or conference submissions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add k-dense-ai/claude-scientific-writer scholar-evaluation

For use in Claude.ai and ChatGPT

Download Skill