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Scholar Evaluation is a specialized skill that implements the ScholarEval framework to provide structured, objective assessments of academic research. It evaluates documents across eight critical dimensions—including methodology, literature review, and analytical rigor—to offer both qualitative feedback and quantitative scoring. Designed for researchers, reviewers, and students, this skill identifies critical weaknesses, suggests improvements, and assesses publication readiness. It also integrates with scientific-schematics to automatically generate publication-quality diagrams that enhance the visual communication of complex scholarly findings.