scholar-evaluation

Evaluate scholarly artifacts using a multi-dimensional rubric with structured feedback.

Updated Apr 13, 2026
One-click install
npx skills add https://github.com/sakamoto-family-smile/agent_monorepo --skill scholar-evaluation-sakamoto-family-smile
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/sakamoto-family-smile/agent_monorepo/tree/main/.claude/skills/ecc/scientific-thinking-scholar-evaluation
Command: npx skills add https://github.com/sakamoto-family-smile/agent_monorepo --skill scholar-evaluation-sakamoto-family-smile

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The skill provides a structured, rubric-based framework to evaluate scholarly work, enabling consistent quality assessment, transparent criteria, and actionable feedback.

Core Features & Use Cases

  • Rubric-based evaluation across problem definition, literature context, methodology, data, analysis, results, limitations, writing, and citations.
  • Artifact types supported include empirical papers, theoretical works, technical reports, literature reviews, proposals, theses, and conference abstracts.
  • Feedback generation yields structured, prioritized recommendations to improve clarity, rigor, and relevance.

Quick Start

Provide a scholarly artifact and run the rubric to generate structured feedback.

Frequently Asked Questions about scholar-evaluation

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

FAQPage Schema
How do I evaluate a research paper using a structured rubric?▼

To evaluate a research paper, apply a multi-dimensional rubric assessing problem definition, literature context, methodology, data, analysis, results, limitations, writing, and citations to generate structured feedback and a clear scoring schema.

What is the best way to provide consistent feedback on a literature review?▼

Consistent feedback on a literature review is generated by applying a repeatable evaluation rubric across methods, data, and writing quality, yielding prioritized recommendations to improve clarity, rigor, and relevance.

Can I assess the quality and credibility of a thesis or conference abstract?▼

Yes, you can assess the quality and credibility of theses and conference abstracts using a rubric-based framework designed to evaluate various scholarly artifacts across multiple dimensions including methodology and citations.

Does scholarly evaluation work for theoretical works and technical reports?▼

Scholarly evaluation works for theoretical works and technical reports by implementing a multi-dimensional rubric to assess quality and credibility, ensuring transparent criteria and actionable feedback across different artifact types.

What dimensions are covered in a rubric-based scholarly evaluation?▼

A rubric-based scholarly evaluation covers nine dimensions: problem definition, literature context, methodology, data, analysis, results, limitations, writing quality, and citations to provide a comprehensive quality assessment.