The Scholar Evaluation skill implements the ScholarEval framework to systematically analyze research papers, proposals, and literature reviews. It empowers Claude to perform deep-dive assessments across eight core dimensions—including methodology, problem formulation, and data analysis—providing both qualitative feedback and quantitative scoring. By integrating automated scientific schematic generation and benchmarking against peer-reviewed standards, this skill helps researchers, students, and academics refine their work, identify critical gaps, and assess publication readiness for top-tier venues.
Key Features
011 GitHub stars
02Comprehensive feedback synthesis with prioritized improvement recommendations
03Integrated scientific schematic generation for visual data representation
04Automated quantitative scoring and aggregate rating system
05Dimension-based evaluation across 8 core scholarly criteria
06Context-aware assessment for different academic disciplines and stages
