Scholar Evaluation

This applies the ScholarEval framework to systematically assess research papers, proposals, and academic writing across eight dimensions: problem formulation, literature review, methodology, data collection, analysis, results, writing quality, and citations. You get quantitative scores on a 5-point scale plus qualitative feedback with specific strengths and improvement areas. The workflow walks you through scoping the evaluation, dimension-by-dimension assessment using detailed rubrics, and generating actionable feedback prioritized by impact. It adjusts for context like draft stage, venue standards, and discipline norms. Useful for peer review, publication readiness checks, or providing structured feedback on student work. The framework is thorough but you'll need to invest time working through each dimension for a complete evaluation.

Install to Claude Code

npx -y skills add k-dense-ai/scientific-agent-skills --skill scholar-evaluation --agent claude-code