Does it support quantitative scoring?

Yes, the skill includes a Python script to calculate aggregate scores across dimensions like methodology, literature review, and data analysis using a 5-point scale.

What is the ScholarEval framework?

ScholarEval is a retrieval-augmented evaluation framework based on peer-reviewed research (Moussa et al., 2025) that assesses academic work on soundness and contribution across multiple quality dimensions.

Can this skill help me prepare for journal submission?

Yes, it provides a publication readiness assessment and benchmarks your work against established scholarly criteria to identify critical weaknesses before you submit to a venue.

Is it limited to STEM fields?

While highly effective for STEM, the framework is adaptable to social sciences and humanities by adjusting its focus to discipline-specific norms, argumentation, and scholarly interpretation.

Scholar Evaluation

Name: Scholar Evaluation
Author: K-Dense-AI

byK-Dense-AI

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2,188

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Learning & Documentation

Evaluates scholarly and research work using the peer-reviewed ScholarEval framework for rigorous academic assessment.

Scholar Evaluation is a specialized skill for Claude Code that implements the ScholarEval framework to systematically assess research papers, proposals, and literature reviews. It provides a structured methodology to evaluate eight key dimensions of academic work—including methodology, problem formulation, and citation quality—enabling researchers and students to receive actionable, evidence-based feedback. By integrating with specialized scoring scripts and schematic generation tools, it helps bridge the gap between initial drafts and publication-ready scholarly contributions based on established peer-review standards.

Key Features

01Integration with AI-powered scientific schematic generation

02Actionable, prioritized feedback for publication readiness

03Quantitative scoring and automated assessment calculation

04Support for multiple work types from abstracts to full dissertations

05Standardized 8-dimension scholarly evaluation framework

062,188 GitHub stars

Use Cases

01Providing structured, objective feedback for peer reviews or student thesis chapters

02Benchmarking a research paper draft against top-tier publication standards before submission

03Assessing the rigor and reproducibility of a proposed research methodology

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add k-dense-ai/claude-scientific-skills scholar-evaluation

For use in Claude.ai and ChatGPT

Download Skill