Can this skill generate scientific diagrams?

Yes, it integrates with the scientific-schematics tool to automatically generate, review, and refine publication-quality diagrams and flowcharts based on your text.

What is the ScholarEval framework used in this skill?

ScholarEval is a retrieval-augmented evaluation methodology that assesses research based on soundness (empirical validity) and contribution (degree of advancement) relative to existing literature.

Who is this skill designed for?

It is designed for researchers, academic writers, students, and peer reviewers who need structured, objective feedback on manuscripts, proposals, and literature reviews.

Does it provide quantitative scores for research?

Yes, the skill can calculate dimension-level and aggregate scores on a 5-point scale, helping you benchmark research quality against established academic criteria.

Scholar Evaluation

Name: Scholar Evaluation
Author: henriquescastilho

byhenriquescastilho

•

Data Science & ML

Evaluates scholarly and research work using the peer-reviewed ScholarEval framework to assess quality, rigor, and contribution.

The Scholar Evaluation skill provides a systematic approach to assessing academic papers, research proposals, and literature reviews. By implementing the ScholarEval framework, it analyzes eight core dimensions of scholarly work—including methodology rigor, literature synthesis, and data analysis—while providing quantitative scoring and qualitative feedback. It further enhances scientific communication by integrating with automated schematic generation tools to visualize complex concepts, making it an essential companion for researchers, peer reviewers, and students aiming to meet publication-ready standards.

Key Features

01Automated quantitative scoring and qualitative assessment reports

02Benchmarking against established peer-reviewed research assessment standards

03Integration with AI-powered scientific schematic generation for publication-quality figures

041 GitHub stars

05Systematic evaluation across 8 core scholarly dimensions including methodology and analysis

06Actionable, prioritized feedback for improving publication readiness

Use Cases

01Reviewing research papers and manuscripts before journal or conference submission

02Providing structured feedback on theses, dissertations, or grant proposals

03Assessing the rigor and comprehensiveness of literature reviews or research protocols

Key Features

01Automated quantitative scoring and qualitative assessment reports

02Benchmarking against established peer-reviewed research assessment standards

03Integration with AI-powered scientific schematic generation for publication-quality figures

041 GitHub stars

05Systematic evaluation across 8 core scholarly dimensions including methodology and analysis

06Actionable, prioritized feedback for improving publication readiness

Use Cases

01Reviewing research papers and manuscripts before journal or conference submission

02Providing structured feedback on theses, dissertations, or grant proposals

03Assessing the rigor and comprehensiveness of literature reviews or research protocols