scholar-evaluation

Evaluates scholarly work using the ScholarEval framework across predefined dimensions with quantitative scoring and feedback.

1|1|Updated Mar 13, 2026
One-click install
npx skills add https://github.com/youyinnn/skills-collection --skill scholar-evaluation-youyinnn
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/youyinnn/skills-collection/tree/main/plugins/paper-writing-and-submission/skills/scholar-evaluation
Command: npx skills add https://github.com/youyinnn/skills-collection --skill scholar-evaluation-youyinnn

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires json, argparse, sys, typing, pathlib, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides a structured framework for rigorously evaluating academic papers, research proposals, and scholarly writing, ensuring comprehensive assessment and actionable feedback.

Core Features & Use Cases

  • Systematic Evaluation: Assesses work across defined dimensions like problem formulation, methodology, and writing quality.
  • Quantitative Scoring: Provides numerical scores for each dimension and an overall assessment.
  • Actionable Feedback: Generates detailed, constructive feedback for improvement.
  • Use Case: A PhD student can use this Skill to get a detailed critique of their draft manuscript before submitting it to their advisor, identifying areas for improvement in methodology and clarity.

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 systematically evaluate a research paper draft before submission?

To systematically evaluate a research paper draft, this Skill loads the ScholarEval framework to assess problem formulation, methodology, and writing, calculating quantitative scores to provide actionable feedback for manuscript improvement.

What is the best way to get structured peer review feedback on academic writing?

Structured peer review feedback on academic writing is generated by evaluating defined research quality dimensions, calculating numerical scores via scripts, and returning constructive critiques to identify areas for improvement.

Can I use this framework to evaluate a research proposal or literature review?

Yes, you can use this framework to evaluate a research proposal or literature review, as it systematically assesses scholarly work across problem formulation, methodology, analysis, and writing quality dimensions.

Does the scholarly evaluation mechanism provide quantitative scoring for methodology?

The scholarly evaluation mechanism provides quantitative scoring for methodology by calculating numerical scores for each defined dimension and generating an overall assessment using detailed criteria.

How to critique a manuscript using a systematic evaluation framework?

To critique a manuscript using a systematic evaluation framework, the Skill assesses the attached draft across research quality dimensions, calculates scores, and generates detailed, actionable feedback for improvement.

What dimensions are assessed when evaluating research quality?

When evaluating research quality, the assessed dimensions include problem formulation, methodology, analysis, and writing, ensuring a comprehensive and structured assessment of the scholarly work.