/novelty

Verify research idea novelty against web, Semantic Scholar, arXiv, and wiki sources.

Updated May 23, 2026
One-click install
npx skills add https://github.com/duany049/multi-skill-orchestration --skill novelty
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: /novelty
Source: https://github.com/duany049/multi-skill-orchestration/tree/main/.claude/skills/novelty
Command: npx skills add https://github.com/duany049/multi-skill-orchestration --skill novelty

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The novelty skill helps you avoid duplicating existing research by cross-verifying a proposed idea against web results, Semantic Scholar, and your internal wiki, then producing a conservative novelty score with actionable differentiation guidance.

Core Features & Use Cases

  • Multi-source novelty verification: cross-checks your idea using WebSearch, Semantic Scholar, DeepXiv (hybrid search), arXiv recent preprints, and internal wiki papers/concepts/ideas.
  • Review LLM cross-verification: when not in quick mode, an independent review model assesses novelty based on the collected prior work.
  • Optional persistence to your wiki: with --write for an idea slug, saves only the resulting novelty_score to the idea page frontmatter and logs the write.

Quick Start

Run the novelty check for a wiki idea slug like sparse-lora-for-edge-devices and get a 1–5 novelty score with closest prior work recommendations.

Frequently Asked Questions about /novelty

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

FAQPage Schema
How do I verify the novelty of a research idea against existing literature?

You can verify research novelty by cross-checking your idea against web search results, Semantic Scholar, arXiv preprints, and internal wiki knowledge to produce a conservative novelty score with actionable differentiation guidance.

What is the process for scoring research novelty using Semantic Scholar and arXiv?

Novelty scoring applies multi-query search coverage across Semantic Scholar, DeepXiv, and arXiv to extract deduplicated prior work, then uses a Review LLM to cross-verify and assign a 1–5 novelty score with closest prior work recommendations.

Can I check if a specific arXiv paper title has already been proposed?

Yes, novelty verification accepts paper identifiers such as titles or arXiv URLs, comparing the specified paper against existing literature and internal wiki concepts to determine if the research idea has been duplicated.

Does the novelty check support writing the score back to my internal wiki?

Yes, when you provide the --write flag with a wiki idea slug, the skill saves only the resulting novelty_score to the idea page frontmatter at wiki/ideas/{slug}.md and logs the write operation.

What sources are compared during research ideation novelty verification?

Novelty verification cross-checks proposed ideas using WebSearch, Semantic Scholar, DeepXiv hybrid search, recent arXiv preprints, and internal wiki papers, concepts, and ideas to ensure comprehensive multi-source coverage.