idea-creator

Generate and rank publishable research ideas from a broad direction.

1|Updated Mar 26, 2026

Search Tags:#brainstorming #idea-generation #research-planning #novelty-check #landscape-survey #pilot-experiments

Ready to run

npx skills add https://github.com/Lingrongye/federated-learning --skill idea-creator-lingrongye

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: idea-creator
Source: https://github.com/Lingrongye/federated-learning/tree/main/Auto-claude-code-research-in-sleep/skills/idea-creator
Command: npx skills add https://github.com/Lingrongye/federated-learning --skill idea-creator-lingrongye

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Generate and rank publishable research ideas from a broad direction, reducing the time to identify high-potential directions.

Core Features & Use Cases

Landscape survey to map current work and gaps.
Structured idea generation with evaluation criteria.
Integrated novelty checks and pilot planning for validation.
Output a ranked idea report ready for execution.

Quick Start

Provide a broad research direction and let the system generate and rank publishable ideas.

Frequently Asked Questions about idea-creator

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

FAQPage Schema

How do I generate publishable research ideas from a broad direction?▼

Research idea generation maps the current work landscape to identify gaps, applies structured brainstorming with evaluation criteria, and performs novelty checks to produce a ranked, publishable idea report.

What is the best way to do a novelty check for machine learning research planning?▼

A novelty check for ML research planning validates proposed concepts against existing literature during idea generation, ensuring the selected direction is original before moving to pilot experiment design.

Can I use this for early-stage idea discovery in industrial ML research?▼

Yes, early-stage idea discovery in industrial ML research uses landscape surveying and structured idea generation to identify high-potential directions, reducing the time needed to find viable research topics.

How do I design pilot experiments to validate a research idea?▼

Designing pilot experiments to validate a research idea involves planning necessary validation steps through a modular workflow, transforming generated concepts into an execution-ready report for testing.

What is a landscape survey and when do I need it for brainstorming research topics?▼

A landscape survey maps current work and identifies gaps in a specific field. It is needed for brainstorming research topics when starting from a broad direction to ensure generated ideas target unexplored areas.