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.