Scholar Evaluation

Evaluate scholarly work across eight dimensions with quantitative scoring and structured feedback.

Updated Aug 27, 2026

Search Tags:#evaluation #academic writing #peer review #scholarship #research quality #methodology assessment

Ready to run

npx skills add https://github.com/Zehong-Wang/Kosmos --skill scholar-evaluation-zehong-wang

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Scholar Evaluation
Source: https://github.com/Zehong-Wang/Kosmos/tree/main/kosmos-reference/kosmos-claude-scientific-writer/.claude/skills/scholar-evaluation
Command: npx skills add https://github.com/Zehong-Wang/Kosmos --skill scholar-evaluation-zehong-wang

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the need for a structured, objective, and comprehensive method to evaluate the quality and rigor of academic and research outputs, moving beyond subjective peer review.

Core Features & Use Cases

Dimension-Based Assessment: Evaluates work across 8 critical dimensions (Problem Formulation, Literature Review, Methodology, Data Collection, Analysis, Results, Writing, Citations).
Scoring & Feedback: Provides both qualitative assessments (strengths, weaknesses) and quantitative scores, along with actionable feedback.
Use Case: A researcher can use this Skill to get a detailed, criterion-based evaluation of a draft manuscript before submission, identifying areas for improvement in methodology, clarity, and overall impact.

Quick Start

Use the Scholar Evaluation skill to evaluate the attached research paper draft.

Frequently Asked Questions about Scholar Evaluation

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

FAQPage Schema

How do I evaluate a research paper draft before submission?▼

To evaluate a research paper draft before submission, use a systematic framework assessing problem formulation, methodology, data collection, and writing to generate quantitative scores and actionable feedback.

What dimensions should I assess for academic writing peer review?▼

Academic writing peer review should assess eight dimensions: problem formulation, literature review, methodology, data collection, analysis, results, writing, and citations to identify strengths and weaknesses comprehensively.

Can I get quantitative scoring for manuscript methodology assessment?▼

Yes, you can get quantitative scoring for manuscript methodology assessment using predefined criteria and rubrics, which also provides qualitative evaluations of strengths, weaknesses, and overall impact.

Does structured scholarship evaluation work for identifying research quality weaknesses?▼

Structured scholarship evaluation works for identifying research quality weaknesses by applying criterion-based assessments across defined dimensions, moving beyond subjective peer review to objective, actionable feedback.

What is the best way to systematically review scholarly work?▼

The best way to systematically review scholarly work is applying an eight-dimension evaluation framework that generates structured feedback, quantitative scoring, and identifies specific areas for improvement.

When do I need a criterion-based evaluation framework for academic writing?▼

You need a criterion-based evaluation framework for academic writing when you require objective, structured assessment of rigor and quality across methodology, analysis, and citations before manuscript submission.