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idea-discovery

Orchestrate literature mapping, ideation, novelty verification, and experimental planning workflows.

2|Updated Mar 19, 2026
Search Tags:#planning#research#ai#discovery#pipeline#experimentation#idea
One-click install
npx skills add https://github.com/chenghaoYang/auto-coder-trainer --skill idea-discovery-chenghaoyang
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: idea-discovery
Source: https://github.com/chenghaoYang/auto-coder-trainer/tree/main/aris/skills/idea-discovery
Command: npx skills add https://github.com/chenghaoYang/auto-coder-trainer --skill idea-discovery-chenghaoyang

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automatically orchestrates the end-to-end idea discovery workflow for complex research problems, transforming broad directions into validated ideas and ready-to-test proposals.

Core Features & Use Cases

  • Orchestrates literature survey, idea generation, novelty verification, external review, and method refinement in a single workflow.
  • Produces IDEA_REPORT.md with ranked ideas, plus refined proposal and experiment plan in refine-logs.
  • Supports automated progression (AUTO_PROCEED) or user-guided iteration, with checkpoints and feedback loops.

Quick Start

Invoke /idea-discovery with your topic to start the full end-to-end idea discovery workflow.

Frequently Asked Questions about idea-discovery

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

FAQPage Schema
How do I automate end-to-end research idea discovery and experimental planning?▼

End-to-end idea discovery automates literature mapping, ideation, novelty verification, and experimental planning into a single workflow to transform broad research directions into validated, ready-to-test proposals.

What is the best way to generate and verify novel research ideas before feasibility testing?▼

Generating and verifying novel research ideas is best handled by an orchestrated pipeline that conducts literature surveys, performs automated novelty checks, and incorporates external reviews to refine the experimental plan.

Can I use an automated ideation pipeline for pilot studies across different research domains?▼

Yes, the automated ideation pipeline applies to researchers and product teams exploring new directions and evaluating feasibility for pilot studies across diverse domains, outputting ranked ideas and refined proposals.

How does novelty verification work during the research ideation process?▼

Novelty verification during the ideation process works by orchestrating literature search and mapping tools to check existing work, ensuring generated research directions are validated before refining experimental methods.

Do I need to manually guide the idea generation workflow or can it proceed automatically?▼

You can choose between automated progression that moves through discovery checkpoints automatically, or a user-guided iteration mode that incorporates manual feedback loops throughout the refinement pipeline.

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