The Agensi Novelty Verification Research skill provides a framework for evaluating the originality of research concepts, methods, and manuscripts. It is designed for R&D teams and academic researchers to automatically check for existing work and to identify the position of a new concept relative to current research. The skill conducts a multi-source comparative analysis by searching academic databases, preprint servers such as arXiv, and internal knowledge bases. It extracts a “method signature” from a research proposal and compares it against prior work based on factors like architecture, data, and objectives, rather than just keywords. It then generates a novelty score between 1 and 5, supported by evidence, and lists the 3-5 closest existing works with direct comparison tables. The skill performs internal anti-repetition checks against a team’s failed or in-progress ideas and provides clear recommendations to proceed, modify, or abandon a concept. The output is a structured Novelty Report that includes a method signature, a differentiation analysis table, confidence scores, and specific recommendations for enhancing the unique contribution of an idea. This skill assists agents in performing objective assessments of research proposals against the current landscape of scientific and internal knowledge.

Use cases

Assess the originality of a new research idea before committing resources.

Identify existing academic papers and preprints closely related to a proposed project.

Perform internal checks against a team's previously attempted or ongoing research.

Receive recommendations on whether to proceed with, modify, or abandon a research concept.

Generate a structured Novelty Report detailing method signatures and differentiation analysis.

When to use it

When an R&D team needs to verify the novelty of a research idea.

When academic researchers require an objective assessment of a manuscript’s originality.

When seeking to avoid duplicating existing work in academic and internal contexts.

When a comparative analysis against multiple research repositories is needed.

When evaluating the differentiation of a research proposal based on architecture, data, and objectives.

When not to use it

This skill does not provide tools for conducting the research itself, only for verifying its novelty.

This skill is not suitable for tasks unrelated to research novelty verification.

This skill does not write literature reviews, it supports them with objective analysis.

This skill does not function as a general-purpose search engine for academic papers.