scholar-evaluation

Score CS scholarly works across rubric dimensions and generate feedback reports.

3|Updated Mar 11, 2026
One-click install
npx skills add https://github.com/JunMA98/Computer-science-claude-skills --skill scholar-evaluation-junma98
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/JunMA98/Computer-science-claude-skills/tree/main/skills/scholar-evaluation
Command: npx skills add https://github.com/JunMA98/Computer-science-claude-skills --skill scholar-evaluation-junma98

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Evaluates CS scholarly works by applying a structured rubric to produce objective, comparable scores, reducing manual guesswork and bias in assessments.

Core Features & Use Cases

  • Dimension-driven scoring across Problem Formulation, Literature Review, Methodology, Data Collection, Analysis, Results, Writing, and Citations.
  • Auto-generated reports with a concise readiness assessment and actionable feedback to guide revisions and decisions.
  • Use Case: Compare multiple conference papers or proposals to identify strongest candidates for submission, funding, or further development.

Quick Start

Provide your draft manuscript or proposal and let ScholarEval generate scores and a 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 CS research papers objectively?

To evaluate CS research papers objectively, apply a structured rubric that scores dimensions like problem formulation, methodology, and results to generate comparable readiness judgments and reduce manual bias.

What is structured scholarly evaluation for literature reviews?

Structured scholarly evaluation for literature reviews is a data-driven assessment method that quantifies academic works across specific dimensions to produce objective scores and actionable feedback reports.

How to score research proposals for funding submission?

Score research proposals for funding submission by applying a dimension-driven evaluation rubric that quantifies data collection, analysis, and writing to identify the strongest candidates for further development.

Can I use a rubric to compare multiple conference papers?

Yes, you can use a structured evaluation rubric to compare multiple conference papers, generating dimension-level scores and concise readiness assessments to identify the strongest submission candidates.

Does automated paper review provide actionable feedback?

Automated paper review provides actionable feedback by generating concise reports with readiness assessments and dimension-level scores to guide manuscript revisions and funding decisions.

What dimensions are covered in research assessment rubrics?

Research assessment rubrics cover dimensions including problem formulation, literature review, methodology, data collection, analysis, results, writing, and citations to ensure comprehensive scholarly evaluation.