novelty-assessment

Assess research idea novelty via multi-round literature searches across Semantic Scholar, arXiv, and OpenAlex.

4|1|Updated Apr 8, 2026

Search Tags:#arxiv #openalex #literature-search #semantic-scholar #novelty-assessment #harsh-critique

Ready to run

npx skills add https://github.com/ARAVINDAN20/Claude-Research-Paper-OS --skill novelty-assessment-aravindan20

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: novelty-assessment
Source: https://github.com/ARAVINDAN20/Claude-Research-Paper-OS/tree/main/.claude/skills/agent-research-skills/skills/novelty-assessment
Command: npx skills add https://github.com/ARAVINDAN20/Claude-Research-Paper-OS --skill novelty-assessment-aravindan20

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Rigorously assess whether a research idea is novel through systematic literature search.

Core Features & Use Cases

Multi-round literature search across Semantic Scholar, arXiv, and OpenAlex to identify overlaps with existing work.
Harsh critic persona to ensure meaningful novelty assessments.
Structured JSON output with a clear decision, confidence, justification, and most similar papers.

Quick Start

Provide your research idea description to start the novelty assessment workflow.

Frequently Asked Questions about novelty-assessment

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

FAQPage Schema

How do I assess if my research idea is novel through literature search?▼

To assess research idea novelty, this skill conducts multi-round literature searches across Semantic Scholar, arXiv, and OpenAlex. It evaluates methodology and application overlaps using a harsh critic persona and outputs a structured JSON with a novelty decision, confidence score, and justification.

What is the best way to check research proposal novelty against existing academic papers?▼

The best way to check research proposal novelty is running a systematic literature search across major academic databases. This skill performs minimum three search rounds to identify overlapping work and provides a structured differentiation analysis against the most similar papers found.

Can I use Semantic Scholar and arXiv together to evaluate methodology novelty?▼

Yes, you can evaluate methodology novelty using Semantic Scholar and arXiv together. This skill integrates multi-round searches across these sources alongside OpenAlex to rigorously identify existing work overlaps and output a confidence-backed novelty decision.

How does the harsh critic persona work during novelty assessment?▼

The harsh critic persona works by applying rigorous skepticism during literature search to ensure meaningful novelty assessments. It evaluates academic ideas and proposals by scrutinizing overlaps across Semantic Scholar, arXiv, and OpenAlex, preventing inflated claims of originality.

What format does the novelty assessment output use for similar papers and differentiation?▼

The novelty assessment output uses a structured JSON format. It includes a clear decision, confidence level, justification, most_similar_papers, and differentiation fields, providing a comprehensive breakdown of how your idea compares to existing literature.