scholar-evaluation

Evaluates scholarly work with the ScholarEval framework producing scored, evidence-based assessments across research quality dimensions.

4|Updated Mar 2, 2026
One-click install
npx skills add https://github.com/shushuzn/Rairos --skill scholar-evaluation-shushuzn
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/shushuzn/Rairos/tree/main/skills/scholar-evaluation
Command: npx skills add https://github.com/shushuzn/Rairos --skill scholar-evaluation-shushuzn

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Scholar-evaluation turns subjective peer-review into a structured, evidence-based assessment that helps you pinpoint what to improve in scholarly work and how strong it is across key quality dimensions.

Core Features & Use Cases

  • Dimension-by-dimension evaluation: Assesses problem formulation, literature review, methodology, data/source quality, analysis, results, writing, and citations using a consistent rubric.
  • Quantitative scoring with a 5-point scale: Produces ratings per dimension and an overall score suitable for tracking revisions.
  • Actionable feedback workflow: Synthesizes strengths, critical weaknesses, prioritized recommendations, and revision guidance mapped to the evaluation dimensions.
  • Use cases: Evaluating paper drafts, literature reviews, proposals, and preparation-readiness for conferences/journals using a standardized framework (ScholarEval).

Quick Start

Use the scholar-evaluation skill to evaluate the attached draft and return a dimension-by-dimension scored report with prioritized, specific 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 evaluate the research quality of a paper draft?

To evaluate research quality, this skill applies the ScholarEval framework to assess problem formulation, methodology, and data analysis, producing a 5-point rubric score per dimension with prioritized revision recommendations for your paper draft.

Can I use rubric scoring for a literature review or thesis chapter?

Yes, rubric scoring works for literature reviews and thesis chapters by applying the ScholarEval framework to assess source quality, writing, and citations, yielding structured dimension-level scores and actionable feedback.

What is the best way to generate actionable peer review feedback for academic writing?

The best way to generate actionable peer review feedback is applying a standardized framework that synthesizes critical weaknesses and revision guidance mapped to evaluation dimensions, turning subjective review into evidence-based assessment.

Does this scholarly evaluation tool check publication-readiness for conferences and journals?

Yes, this scholarly evaluation tool checks publication-readiness by applying the ScholarEval framework to surface strengths and critical weaknesses across research quality dimensions, providing signals to prepare papers for conferences and journals.

How do I assess research methodology and data source quality systematically?

To assess research methodology and data source quality systematically, this skill applies a consistent rubric to produce structured, evidence-based assessments and quantitative 5-point ratings across key dimensions of your scholarly work.