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idea-discovery

Automate end-to-end idea discovery from broad topics to validated reports.

Updated Mar 17, 2026
Search Tags:#automation#experimental-planning#research-pipeline#pipeline-orchestration#novelty-check#literature-survey#idea-discovery
One-click install
npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill idea-discovery-loujc
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: idea-discovery
Source: https://github.com/loujc/Auto-claude-code-research-in-sleep-manual/tree/main/skills/idea-discovery
Command: npx skills add https://github.com/loujc/Auto-claude-code-research-in-sleep-manual --skill idea-discovery-loujc

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Orchestrates a complete idea discovery workflow that takes a broad research direction and produces validated ideas, pilot plans, and structured reports.

Core Features & Use Cases

  • Literature survey: maps the research landscape using sub-skills like /research-lit to identify gaps and opportunities.
  • Idea generation & filtering: brainstorms multiple ideas and ranks them by feasibility and novelty.
  • Novelty verification and critique: performs deep novelty checks and external reviews to guard against duplication.
  • Experiment planning: converts top ideas into concrete proposals and experiment roadmaps with guardrails.
  • Output artifacts: produces IDEA_REPORT.md and refine-logs for reproducibility.

Quick Start

Run /idea-discovery with a topic to begin the complete 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 the research idea discovery pipeline from a broad topic?▼

The research pipeline automates idea discovery by coordinating literature surveys, idea generation, and novelty checks to transform broad topics into validated pilot plans and structured reports.

What is the end-to-end process for validating research novelty and avoiding duplication?▼

Novelty validation involves performing deep literature surveys to identify gaps, brainstorming multiple ideas, and executing structured novelty checks and external reviews to guard against duplication.

Can I configure budget limits and auto-proceed settings for experimental planning workflows?▼

Yes, the pipeline orchestration supports configurable budgets and an AUTO_PROCEED setting to seamlessly automate the transition from idea generation to experiment planning and structured review.

How do I generate a structured pilot plan and experiment roadmap from a research direction?▼

You can generate a pilot plan by running the complete workflow, which converts top-ranked ideas into concrete proposals and experiment roadmaps with guardrails, documented in IDEA_REPORT.md.

What are the limitations of using an automated research pipeline for literature surveys?▼

While the pipeline orchestrates literature surveys and novelty checks, its effectiveness depends on the initial topic scope and may require manual review of the generated refine-logs to ensure research validity.

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