scholar-evaluation

Evaluate scholarly work using the ScholarEval framework with quantitative scores and feedback.

1|Updated Mar 11, 2026
One-click install
npx skills add https://github.com/SciMate-AI/scicli --skill scholar-evaluation-scimate-ai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/SciMate-AI/scicli/tree/main/internal/skills/bundled/claude-scientific-skills/skills/scholar-evaluation
Command: npx skills add https://github.com/SciMate-AI/scicli --skill scholar-evaluation-scimate-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Systematically evaluate scholarly work using the ScholarEval framework to provide structured, multidimensional assessments with actionable feedback.

Core Features & Use Cases

  • Structured, criteria-based evaluation across problem formulation, literature review, methodology, data, analysis, results, writing, and citations.
  • Produces quantitative scores and qualitative feedback to guide revisions and publication readiness.
  • Supports integration with references/evaluation_framework.md for standardized rubrics and reproducible scoring.

Quick Start

Provide a structured ScholarEval assessment for a draft scholarly document and generate publish-ready 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 academic writing for publication readiness?

To evaluate academic writing for publication readiness, this skill applies the ScholarEval framework to generate quantitative scores and qualitative feedback across dimensions like methodology, analysis, and citations.

What is structured research assessment using scoring rubrics?

Structured research assessment using scoring rubrics is a systematic evaluation method that applies defined quality dimensions to scholarly work, producing reproducible quantitative scores and actionable revision feedback.

How do I get standardized feedback on a research proposal?

You can get standardized feedback on a research proposal by processing it through criteria-based evaluation rubrics that assess problem formulation, literature review, and data analysis to yield structured recommendations.

Can I use custom rubrics for scholarly evaluation?

Yes, you can use custom rubrics for scholarly evaluation by integrating a custom evaluation framework reference document to define specific criteria and scoring rules for reproducible assessments.

Does this research assessment tool work for literature reviews?

Yes, this research assessment tool works for literature reviews, systematically evaluating them across multiple quality dimensions to provide structured scores and actionable feedback for revisions.

What are the limitations of automated quantitative scholarly evaluation?

The limitation of automated quantitative scholarly evaluation is that it requires predefined framework documents and reference rubrics to function, relying strictly on these structured inputs to generate scores and feedback.