scholar-evaluation

Evaluate scholarly work with criteria-based scoring across eight dimensions.

2|Updated Oct 29, 2025
One-click install
npx skills add https://github.com/shanelindsay/agentic-r --skill scholar-evaluation-shanelindsay
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/shanelindsay/agentic-r/tree/main/skills/scientific-thinking/scholar-evaluation
Command: npx skills add https://github.com/shanelindsay/agentic-r --skill scholar-evaluation-shanelindsay

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

ScholarEval provides a rigorous, criteria-driven framework to assess scholarly work, delivering objective, criteria-based evaluations.

Core Features & Use Cases

  • Framework-based scoring across key dimensions (problem formulation, literature review, methodology, data collection, analysis, results, writing, and citations)
  • Rubrics and actionable feedback to guide revisions and improvements
  • Reproducible scoring reports that support benchmarking and comparison across works

Quick Start

Provide a scholarly document and run the evaluation to generate a structured, dimension-based report.

Frequently Asked Questions about scholar-evaluation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I evaluate academic manuscripts using a structured methodology framework?

To evaluate academic manuscripts, this framework applies criteria-driven scoring across dimensions like problem formulation, methodology, data analysis, and citations. It generates reproducible reports with rubrics to guide revisions and benchmark research quality objectively.

What is criteria-driven evaluation for research papers and literature reviews?

Criteria-driven evaluation for research papers assesses multi-dimensional aspects like methodology, data collection, and writing using structured rubrics. It provides objective, reproducible scoring outputs to benchmark scholarly work and support initial screenings or revisions.

Can I use this scholarly evaluation framework for research proposals across different disciplines?

Yes, you can use this scholarly evaluation framework for research proposals across disciplines. It systematically evaluates problem formulation, literature reviews, methodology, data, analysis, results, writing, and citations to deliver objective assessment and actionable feedback.

How do I get reproducible scoring reports for an academic writing evaluation?

You get reproducible scoring reports by providing a scholarly document to the evaluation framework. It applies structured rubrics across eight dimensions including data analysis and citations, generating dimension-based outputs suitable for quality benchmarking and comparison.

What's the best way to assess data analysis and methodology rigor in scholarly work?

The best way to assess methodology and data analysis rigor is using a multi-dimension scoring framework. It evaluates data collection, analysis, and problem formulation against structured rubrics, delivering actionable feedback to guide manuscript revisions and improvements.

Are there limitations to using structured rubrics for literature review evaluation?

While structured rubrics provide objective, reproducible scoring for literature reviews, they require a complete scholarly document to assess dimensions like problem formulation and citations effectively, limiting their use for incomplete drafts or fragmented research notes.