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.