scholar-evaluation

Evaluate scholarly work using the ScholarEval framework with quantitative scoring and feedback.

1|Updated Mar 12, 2026
One-click install
npx skills add https://github.com/yf8578/clawomics --skill scholar-evaluation-yf8578
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/yf8578/clawomics/tree/main/skills/scholar-evaluation
Command: npx skills add https://github.com/yf8578/clawomics --skill scholar-evaluation-yf8578

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill provides a structured framework for systematically evaluating scholarly work, ensuring comprehensive assessment across key research quality dimensions.

Core Features & Use Cases

  • Comprehensive Assessment: Evaluate research papers, proposals, and literature reviews against defined criteria.
  • Structured Feedback: Generate quantitative scores and qualitative feedback for improvement.
  • Use Case: A journal editor can use this Skill to provide a consistent and detailed review of submitted manuscripts, identifying strengths and weaknesses in problem formulation, methodology, and writing.

Quick Start

Use the scholar-evaluation skill to evaluate the attached research paper using the ScholarEval framework.

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 research quality for peer review?

You can systematically evaluate research quality by using the ScholarEval framework to provide structured assessment across problem formulation, methodology, analysis, and writing with quantitative scoring and actionable feedback.

Can I generate quantitative scores for academic writing assessment?

Yes, you can generate quantitative scores for academic writing assessment. The evaluation framework provides structured rubric-based scoring and qualitative feedback across key research dimensions.

What is the best way to critique research methodology in a manuscript?

The best way to critique research methodology is applying a structured evaluation framework that assesses problem formulation, methodology, and analysis, generating comprehensive reports with actionable improvement feedback.

Does this scholarly assessment tool require specific dependencies to run?

Yes, this scholarly assessment tool requires pandas and numpy dependencies to execute its internal scripts for systematic research evaluation and quantitative report generation.

Can I use this framework for evaluating literature reviews and research proposals?

Yes, you can use this framework for evaluating literature reviews and research proposals. It comprehensively assesses various scholarly works against defined criteria to identify strengths and weaknesses.

How to provide structured feedback for manuscript improvement?

You provide structured feedback for manuscript improvement by evaluating the document against defined rubric criteria, generating both quantitative scores and qualitative actionable insights for authors.