novelty-classifier

Classify research contribution novelty and verify target venue tier alignment.

11|1|Updated Feb 22, 2026
One-click install
npx skills add https://github.com/EvoClaw/amplify --skill novelty-classifier
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: novelty-classifier
Source: https://github.com/EvoClaw/amplify/tree/main/skills/novelty-classifier
Command: npx skills add https://github.com/EvoClaw/amplify --skill novelty-classifier

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Classifies the novelty of a research contribution to prevent overstatement and misalignment with target venues.

Core Features & Use Cases

  • Honest classification of contribution type
  • Check alignment with target venue tier
  • Warn user when classification downgrades between phases

Quick Start

Provide an honest novelty classification for a research contribution and verify its alignment with the target venue tier.

Frequently Asked Questions about novelty-classifier

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

FAQPage Schema
How do I classify the novelty of my research contribution for a target venue?

To classify novelty, the skill assesses your research contribution after literature review and method design to enforce a single primary type and verify alignment with target venue tiers. It assigns an innovation degree and triggers warnings for any misalignment.

What happens when research novelty classification downgrades between review phases?

When novelty classification downgrades between phases, the skill triggers explicit warnings. This mechanism prevents overstatement and ensures your contribution remains properly aligned with the expected tier of your target venue.

Why do I need to verify venue alignment after completing my method design?

You need to verify venue alignment because method design and literature review can shift the actual contribution. The skill enforces a single primary type and assigns an innovation degree to ensure your paper honestly matches the target venue tier.

Can I use this to check if my contribution type fits a specific venue tier?

Yes, you can use it to check contribution fit. The skill enforces a single primary contribution type and evaluates this against your target venue tier, generating warnings if the assigned innovation degree indicates misalignment.

When should I assess contribution novelty to prevent overstatement in my paper?

You should assess contribution novelty after your literature review and after method design. Running the classification at these stages verifies your honest contribution type and venue alignment before submission, preventing accidental overstatement.