Novelty Assessment

Before you invest time in a new research idea, you need to know if it is truly novel. This skill runs a systematic literature search to find existing papers that overlap with your idea. It uses a harsh critic persona that demands real novelty, not just a small twist. A binary novel or not-novel decision is made with clear justification. You get confidence levels and a list of the most similar papers. This helps you avoid wasted effort on already explored topics.

Researchers, students, and anyone proposing a new study can benefit. The process runs multiple search rounds against sources like Semantic Scholar and arXiv. Each round refines the search based on what was found. Only after enough searching does it decide. Minimum three search rounds are required before calling an idea novel. This ensures a thorough check.

The output includes a detailed report. It tells you how your idea differs from existing work and what gap it fills. Use this skill before committing to a research direction. It saves time and strengthens your contribution.