Does it provide quantitative scores?

Yes, it uses a 5-point scoring scale across multiple dimensions like methodology and analysis, with an included script to calculate aggregate weighted scores.

What is the ScholarEval framework?

ScholarEval is a structured evaluation framework grounded in literature that assesses research work based on soundness (validity of methods) and contribution (advancement of the field).

Can it generate diagrams for my research?

The skill integrates with scientific-schematics to automatically suggest and help generate publication-quality diagrams to visually represent your research workflows.

Can this skill help with journal submissions?

Yes, it evaluates publication readiness by benchmarking your work against established scholarly standards and identifying critical weaknesses before you submit to a venue.

How does it handle different research disciplines?

The skill adjusts its evaluation criteria based on discipline-specific norms, distinguishing between the statistical rigor required in STEM and the argumentative depth expected in the Humanities.

Scholar Evaluation

Name: Scholar Evaluation
Author: Yezez9

byYezez9

0•

数据科学与机器学习

Evaluates scholarly work using the ScholarEval framework to provide structured assessments, quantitative scoring, and actionable research feedback.

The Scholar Evaluation skill implements the ScholarEval framework to provide rigorous, multi-dimensional assessments of academic papers, research proposals, and literature reviews. It systematically analyzes work across critical dimensions—including methodology, problem formulation, and data analysis—delivering both qualitative insights and quantitative scores. Designed for researchers and academics, this skill helps identify critical gaps, refine arguments, and benchmark publication readiness against established peer-review standards before submission to journals or conferences.

主要功能

01Quantitative scoring using weighted rubrics and automated calculation scripts

02Publication readiness assessment tailored to specific academic venues

03Comprehensive multi-dimensional evaluation based on the ScholarEval framework

04Actionable, prioritized feedback for improving research rigor and clarity

05Integration with scientific schematics for visual concept representation

060 GitHub stars

使用场景

01Assessing the comprehensiveness and synthesis quality of literature reviews

02Evaluating the rigor and feasibility of research proposals or grant applications

03Pre-submission peer review for research papers and journal articles

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yezez9/research-agent scholar-evaluation

For use in Claude.ai and ChatGPT

主要功能

01Quantitative scoring using weighted rubrics and automated calculation scripts

02Publication readiness assessment tailored to specific academic venues

03Comprehensive multi-dimensional evaluation based on the ScholarEval framework

04Actionable, prioritized feedback for improving research rigor and clarity

05Integration with scientific schematics for visual concept representation

060 GitHub stars

使用场景

01Assessing the comprehensiveness and synthesis quality of literature reviews

02Evaluating the rigor and feasibility of research proposals or grant applications

03Pre-submission peer review for research papers and journal articles

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yezez9/research-agent scholar-evaluation

For use in Claude.ai and ChatGPT