scholar-evaluation

Evaluate scholarly work with dimension-based scores and actionable feedback.

5|2|Updated Jan 22, 2026
One-click install
npx skills add https://github.com/hyperbolic-c/auto-writing --skill scholar-evaluation-hyperbolic-c
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/hyperbolic-c/auto-writing/tree/main/claude-scientific-writer/skills/scholar-evaluation
Command: npx skills add https://github.com/hyperbolic-c/auto-writing --skill scholar-evaluation-hyperbolic-c

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill provides a rigorous, framework-based evaluation of scholarly work by applying the ScholarEval model to identify strengths, gaps, and actionable guidance across core quality dimensions.

Core Features & Use Cases

  • Dimension-based Scoring: Assigns scores to problem formulation, literature review, methodology, data sources, analysis, results, scholarly writing, and citations, enabling quantitative benchmarking.
  • Structured Feedback: Delivers targeted qualitative feedback and concrete revision recommendations per dimension.
  • Use Case: Ideal for evaluating conference papers, journal submissions, literature reviews, or research proposals to drive revisions before submission.

Quick Start

Start by providing the manuscript and the relevant rubrics, then run the ScholarEval workflow to generate a complete evaluation report using the available reference materials and the calculate_scores utility.

Frequently Asked Questions about scholar-evaluation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I get structured peer feedback and quantitative scoring for my academic manuscript?

Structured peer feedback for an academic manuscript is generated by applying the ScholarEval framework to assess dimensions like methodology and analysis, assigning quantitative scores and actionable revision recommendations.

What is the best way to evaluate a research proposal before journal submission?

Evaluating a research proposal before journal submission is best done using a dimension-based evaluation framework that scores problem formulation, literature review, and data sources to identify gaps and drive revisions.

Can I use a quantitative scoring framework to assess a literature review?

Yes, you can assess a literature review using a quantitative scoring framework that benchmarks core quality dimensions, providing targeted qualitative feedback and concrete revision recommendations for academic writing.

Does this scholarly evaluation approach support both conference papers and research proposals?

Yes, this scholarly evaluation approach supports both conference papers and research proposals by applying rigorous critique across problem formulation, methodology, data sources, and citations to generate a complete evaluation report.

What dimensions are evaluated when critiquing an academic paper?

When critiquing an academic paper, the evaluated dimensions include problem formulation, literature review, methodology, data sources, analysis, results, scholarly writing, and citations.

How do I generate an evaluation report from a manuscript and rubrics?

To generate an evaluation report, provide the manuscript and relevant rubrics to run the ScholarEval workflow, which utilizes reference materials and a scoring utility to produce a complete assessment.