scholar-evaluation

Evaluate scholarly work using the ScholarEval rubric with dimension scoring.

203|27|Updated Apr 19, 2026
One-click install
npx skills add https://github.com/franklee16/academic-research-skills --skill scholar-evaluation-franklee16
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/franklee16/academic-research-skills/tree/main/peer-review/scholar-evaluation
Command: npx skills add https://github.com/franklee16/academic-research-skills --skill scholar-evaluation-franklee16

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Evaluating academic work can be subjective and inconsistent, so this Skill provides a structured ScholarEval-based rubric that turns peer review into dimension-by-dimension scoring and concrete, prioritized improvement guidance.

Core Features & Use Cases

  • Framework-based assessment: Evaluates research quality across problem formulation, literature review, methodology, data/sources, analysis, results, writing/presentation, and citations.
  • Quantitative scoring: Supports optional 1–5 scoring per dimension and produces an overall quality rating to benchmark progress across revisions.
  • Actionable feedback: Converts evaluation findings into specific, evidence-based recommendations mapped to the document’s sections or components.
  • Workflow coverage: Works for full research papers, proposals/protocols, literature reviews, thesis/dissertation chapters, and short works like conference abstracts.

Quick Start

Ask the AI to evaluate the attached paper using the ScholarEval framework and return dimension scores plus a prioritized list of revision recommendations.

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 review feedback on my research paper?▼

Structured peer review applies a rubric to evaluate problem formulation, methodology, analysis, and writing, converting findings into dimension-level scores and prioritized, actionable improvement recommendations for your research paper.

What is rubric-based scholarly evaluation and how does it work?▼

Rubric-based scholarly evaluation scores academic work across dimensions like literature review, methodology, and citations on a 1–5 scale, extracting rubric-aligned evidence to generate an overall assessment with concrete revision guidance.

Can I evaluate a thesis chapter or conference abstract for research quality?▼

Yes, scholarly evaluation supports full research papers, proposals, protocols, thesis chapters, literature reviews, and conference abstracts, offering both comprehensive and targeted review scopes for different document lengths.

How do I assess literature review quality in an academic proposal?▼

Assessing literature review quality in an academic proposal involves scoring the literature review dimension against a rubric, checking source coverage and relevance, and mapping evidence to specific, actionable recommendations for improvement.

What is the best way to score methodology and data analysis in a research protocol?▼

The best way to score methodology and data analysis in a research protocol is using a structured ScholarEval rubric, which applies quantitative 1–5 scoring per dimension and generates an overall quality rating to benchmark progress.

Why does my scholarly evaluation feedback lack actionable improvement steps?▼

Scholarly evaluation feedback lacks actionable steps when it is not mapped to a structured rubric; applying a ScholarEval framework converts findings into evidence-based, prioritized recommendations mapped directly to document sections.