Review research artifacts with scored verdicts and prioritized weaknesses.
npx skills add https://github.com/skyllwt/AutoSci --skill review-skyllwt
Please help me install this Agent Skill. Skill: review Source: https://github.com/skyllwt/AutoSci/tree/main/.claude/skills/review Command: npx skills add https://github.com/skyllwt/AutoSci --skill review-skyllwt
It eliminates subjective, one-shot feedback on research artifacts by producing structured scores, prioritized weaknesses, and improvement suggestions grounded in an independent reviewer process.
Use the review skill to review a wiki idea called 'sparse-lora-for-edge-devices' with standard difficulty and comprehensive focus.
High-intent search queries and answers about installing and using this skill.
To get structured feedback on a research paper draft, you can use an automated review process that generates an overall score, ranks weaknesses, and provides actionable fixes. It evaluates pasted text, file paths, or wiki references.
Adversarial review for research methods is a rigorous evaluation mode that critically tests ideas, experiments, and evidence to identify deep structural weaknesses. It returns a scored verdict and prioritized questions.
Yes, you can review a research artifact from a file path or wiki slug. The review process reads relevant wiki context and maps entities to validate evidence and assess methods across ideas, proposals, and drafts.
To evaluate evidence and method soundness in an experiment plan, apply a structured review workflow with a focus on method and evidence. It generates a scored verdict, highlights strengths, and lists improvements.
The best way to validate a free-text research proposal is through an independent reviewer process that applies structured scoring and wiki entity mapping. It outputs a clear verdict with ranked weaknesses and actionable fixes.
skyllwtRefine research artifacts by applying structured review feedback until target scores are met.
duany049Review research artifacts with structured scores, prioritized fixes, and wiki entity mapping.
duany049Evaluate completed experiment metrics and update linked idea statuses.
fuzzy-dynamicsEvaluate scientific claims using frameworks for evidence quality and methodology.
