novelty-check

Cross-check proposed method claims against recent literature for novelty.

Updated Apr 29, 2026
One-click install
npx skills add https://github.com/jkfee/Auto-Research --skill novelty-check-jkfee
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: novelty-check
Source: https://github.com/jkfee/Auto-Research/tree/main/skills/novelty-check
Command: npx skills add https://github.com/jkfee/Auto-Research --skill novelty-check-jkfee

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Verify whether a proposed method or idea is novel by systematically searching recent literature and prior work to avoid duplication and inform framing.

Core Features & Use Cases

  • Multi-source novelty verification: cross-checks claims against web search, arXiv, ICLR/NeurIPS/ICML venues, and related work.
  • Structured novelty reporting: returns a novelty score, closest prior work, overlap assessment, and a recommended positioning for clear framing.
  • Quick evaluation workflow: ideal for early-stage ideas before experiments to guide direction and avoid duplication.

Quick Start

Describe your proposed method and its core claims to initiate a novelty check.

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 is novel before running experiments?

Check research idea novelty by describing the proposed method and core claims to initiate a cross-check against recent literature. This verifies claims against multi-source literature searches to avoid duplication and inform framing before experiments.

What sources are used for literature verification of new methods?

Literature verification uses multi-source searches across the web, arXiv, and major databases like ICLR, NeurIPS, and ICML venues. It specifically focuses on 2024–2026 publications to identify closest prior work and assess overlap.

What does a structured novelty report include?

A structured novelty report includes the proposed method, core claims, closest prior work, overlap assessment, novelty score, and recommended positioning. This provides clear framing and a quick evaluation for early-stage ideas.

When do I need to perform a novelty check for an academic paper?

You need a novelty check during early-stage idea evaluation before experiments to guide direction and avoid duplication. It verifies whether a proposed method is novel by systematically searching recent literature and prior work to inform framing.

Can I verify the novelty of specific claims instead of a whole method?

Yes, the novelty check applies to each core claim individually using multi-source literature search. This cross-checks specific claims against recent 2024–2026 publications to provide a detailed overlap assessment and recommended positioning.