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.