Agent skill · research science · aiskillstore
scholar-evaluation
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable feedback.
Why this skill is useful
Provides structured evaluation criteria and scoring rubrics for assessing scholarly work that the AI wouldn't reliably generate on its own.
What it needs
About 7k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
Scholar Evaluation Overview Apply the ScholarEval framework to systematically evaluate scholarly and research work. This skill provides structured evaluation methodology based on peer-reviewed research assessment criteria, enabling comprehensive analysis of academic papers, research proposals, literature reviews, and scholarly writing across multiple quality dimensions. When to Use This Skill Use this skill when: Evaluating research papers for quality and rigor Assessing literature review comprehensiveness and quality Reviewing research methodology design Scoring data analysis approaches Evaluating scholarly writing and presentation Providing structured feedback on academic work Benchmarking research quality against established criteria Assessing publication readiness for target venues Providing quantitative evaluation to complement qualitative peer review Visual Enhancement with Scientific Schematics When creating documents with this skill, always consider adding scientific diagrams and schematics to enhance visual communication. If your document does not already contain schematics or diagrams: Use the scientific-schematics skill to generate AI-powered publication-quality diagrams Simply describe your desired diagram in natural language Nano Banana Pro will automatically generate, review, and refine the schematic For new documents: Scientific schematics should be generated by default to visually represent key concepts, workflows, architectures, or relationships described in the text. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/scholar-evaluation--5f7ff7