idea-discovery

Orchestrate an end-to-end idea discovery pipeline from literature survey to refinement.

Updated Apr 2, 2026
One-click install
npx skills add https://github.com/dz306271098/ARIS_for_Robotics --skill idea-discovery-dz306271098
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: idea-discovery
Source: https://github.com/dz306271098/ARIS_for_Robotics/tree/main/skills/idea-discovery
Command: npx skills add https://github.com/dz306271098/ARIS_for_Robotics --skill idea-discovery-dz306271098

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The idea-discovery workflow automates the end-to-end process of turning a broad research prompt into a structured set of validated ideas, reducing time-to-insight and trial-and-error.

Core Features & Use Cases

  • End-to-end pipeline: orchestrates literature survey, ideation, novelty checks, and refinement into a single workflow.
  • Phase-driven workflow: enforces checkpoints, pilot budgets, and artifact generation (IDEA_REPORT.md, refine-logs).
  • Use Case: streamline a new research direction from initial question to a prioritized experimental plan with recommended next steps.

Quick Start

Provide a research direction and initiate Phases 0–5 to produce a complete IDEA_REPORT.md.

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 pipeline from literature survey to pilot planning?▼

You can automate the end-to-end research pipeline by orchestrating literature survey, ideation, novelty checks, and refinement into a single phase-driven workflow. This generates a structured IDEA_REPORT.md and prioritized experimental plan with recommended next steps.

What is the best way to structure a new research direction from initial question to experimental design?▼

Structuring a new research direction requires a phase-driven workflow enforcing checkpoints and pilot budgets. It progresses through literature survey, ideation, novelty verification, and refinement to produce a prioritized experimental plan and output artifacts.

How does novelty verification work during idea discovery?▼

Novelty verification operates as a phased checkpoint within the idea discovery pipeline. It evaluates generated ideas against existing literature surveys to ensure uniqueness before advancing to pilot planning and proposal generation.

Can I use this idea discovery workflow for zero-to-pilot planning?▼

Yes, the idea discovery workflow is explicitly applicable to zero-to-pilot workflows. It enforces pilot constraints and budgets across phased checkpoints to guide execution from initial research prompt to validated pilot testing.

Do I need any dependencies to run the end-to-end idea discovery workflow?▼

No dependencies are required to run the end-to-end idea discovery workflow. You simply provide a research direction and initiate the phases to produce output artifacts like IDEA_REPORT.md and refine logs.

What are the limitations of automating idea discovery and novelty checks?▼

The automated workflow enforces strict pilot constraints and phased checkpoints, meaning it prioritizes rapid validation and structured refinement over unstructured exploration, requiring defined research prompts to generate effective proposals.