novelty-check

Cross-check research methods against arXiv and conference literature for novelty.

Updated Mar 17, 2026
One-click install
npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill novelty-check-loujc
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: novelty-check
Source: https://github.com/loujc/Auto-claude-code-research-in-sleep-manual/tree/main/skills/novelty-check
Command: npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill novelty-check-loujc

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Verify whether a proposed research idea has already been explored in the literature, helping researchers avoid duplicative work and focus on genuinely novel contributions.

Core Features & Use Cases

  • Multi-source literature search: cross-reference arXiv, major conferences, and peer-reviewed databases for comprehensive coverage.
  • Phase-based novelty scoring: extract core claims, identify closest prior work, and quantify novelty delta.
  • Structured novelty report: produces a concise, citable summary suitable for grant apps, papers, or proposals.

Quick Start

Provide a method description and request a novelty check, and the skill will return a structured novelty report.

Frequently Asked Questions about novelty-check

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I check if my research idea has already been published?

To check if a research idea is published, you verify its novelty by cross-referencing existing literature. This Skill searches arXiv, major conferences, and preprints to identify prior work and quantify the novelty delta of your proposed method.

How do I perform a literature review for technical AI research methods?

Performing a literature review for AI methods involves cross-referencing arXiv and recent conference papers. This Skill automates that process by searching multiple databases, reading abstracts, and generating a structured novelty report for your research.

Can I verify the novelty of a proposed method against 2024-2026 conference papers?

Yes, you can verify novelty against 2024-2026 conference papers. The Skill specifically applies to technical AI research methods across arXiv, recent conferences, and preprints to determine if your proposed contribution is duplicative.

What is the best way to find closest prior work for a grant proposal?

The best way to find closest prior work for a grant proposal is to extract core claims and cross-reference literature. This Skill produces a concise, citable structured novelty report suitable for grant applications by quantifying the delta against existing research.

Does this novelty check only work for arXiv preprints?

No, the novelty check does not only work for arXiv preprints. It requires multi-source searching across arXiv, major conferences from 2024-2026, and peer-reviewed databases to comprehensively determine the novelty of technical AI research methods.

When should I avoid using automated literature searches for novelty determination?

You should avoid relying solely on automated literature searches when dealing with non-technical AI research methods. This Skill is specifically designed to assess technical AI methods, and broader scientific novelty determination may require specialized database coverage.