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.