idea-evaluate

Evaluates early-stage research ideas for novelty, feasibility, and publication potential.

2|Updated Aug 9, 2026
One-click install
npx skills add https://github.com/DeepJH/doubao-skill-and-info --skill idea-evaluate-deepjh
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: idea-evaluate
Source: https://github.com/DeepJH/doubao-skill-and-info/tree/main/skills/doubao-academic-evaluator/sub-skills/idea-evaluate
Command: npx skills add https://github.com/DeepJH/doubao-skill-and-info --skill idea-evaluate-deepjh

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve? Researchers often struggle to judge whether an unformed idea is worth months of investment, risking either killing promising directions or wasting effort on doomed ones. This Skill provides a structured, reviewer-and-advisor-style assessment that delivers a clear verdict before significant work begins. ## Core Features & Use Cases - Fatal Flaw Detection: Screens ideas against ten common rejection-causing flaws (no novelty, wrong venue, weak baselines, infeasibility) before any detailed scoring. - Five-Dimension Scoring: Rates ideas on accuracy, speed, robustness, cost, and breadth with mechanism-based justification, adapting frameworks for STEM, humanities, social science, finance, and law paradigms. - Real Novelty Checking: Uses scholar_search to retrieve and compare against the closest existing work instead of relying on memory. - Use Case: A graduate student asks "Is my idea of applying retrieval-augmented generation to legal case analysis worth pursuing?" The Skill searches related literature, scores the idea across dimensions, checks resource fit, and concludes with "worth doing", "revise first", or "change direction" plus the three most urgent next steps. ## Quick Start Ask the assistant to evaluate whether your research idea is novel, feasible, and worth pursuing, describing the problem, proposed method, and your available resources.

Frequently Asked Questions about idea-evaluate

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

FAQPage Schema
How do I evaluate whether a research idea is worth pursuing?

Describe your idea's problem, proposed method, and available resources, and the Skill screens for fatal flaws, scores it across five dimensions, and checks novelty via literature search. It concludes with a clear verdict: worth doing, revise first, or change direction.

How to check if my research idea is novel?

The Skill extracts 2-3 keyword sets from your idea and uses scholar_search to find the 3-5 closest existing works, then compares differences along axes like mechanism, target object, and problem setting. It avoids judging duplication from titles alone.

Does research idea evaluation work for non-STEM fields?

Yes, the Skill detects the research paradigm first and switches evaluation frameworks for humanities, social science, finance/economics, and law. Non-STEM ideas use domain-appropriate criteria instead of the STEM scoring dimensions.

Can an idea without experimental results still get a positive evaluation?

Yes, an untested idea with a solid mechanism can score 8 or higher on a dimension, labeled as mechanism-based judgment, provided a falsifiable verification experiment is specified. The verdict becomes worth doing, conditional on passing that experiment.

When should I abandon a research idea instead of revising it?

Abandon when there is an unfixable fatal flaw, two or more serious flaws, data already showing the core mechanism underperforms baselines, or three-plus resource mismatches. The Skill explicitly identifies which flaw forces the change-direction verdict.