skills.rest
Mang30
Mang30COMMUNITY
Explore all skills by this author →
GitHub

idea-discovery

Orchestrate literature survey, idea creation, novelty checking, and experiment-method refinement into a validated pipeline.

Updated May 29, 2026
Search Tags:#experiment planning#literature review#research pipeline#novelty check#pilot experiments#idea discovery
One-click install
npx skills add https://github.com/Mang30/myskills --skill idea-discovery-mang30
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: idea-discovery
Source: https://github.com/Mang30/myskills/tree/main/skills/idea-discovery
Command: npx skills add https://github.com/Mang30/myskills --skill idea-discovery-mang30

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps you go from a broad research direction to validated, pilot-tested ideas with a concrete method and experiment plan, instead of starting from scratch or relying on intuition.

Core Features & Use Cases

  • End-to-end idea discovery pipeline: Orchestrates literature survey, idea generation, novelty verification, critical review, and method refinement into one workflow.
  • Checkpointed human-in-the-loop decisions: Presents results after the literature and idea stages, and proceeds automatically if you don’t respond (configurable).
  • Pilot experiments with budget/time guardrails: Runs limited parallel pilots under defined GPU-hour and timeout constraints, and flags manual follow-up when needed.
  • Novelty and differentiation auditing: Performs deep multi-source novelty checks and eliminates ideas that appear already published.

Quick Start

Use the idea-discovery skill with your research direction to produce a ranked set of validated ideas and a finalized experiment plan for the top proposal.

Frequently Asked Questions about idea-discovery

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

FAQPage Schema
How do I generate validated research ideas from a broad literature review?▼

Pipeline-based idea discovery orchestrates literature surveys, idea generation, and novelty checks to deliver ranked, validated research proposals instead of relying on intuition.

How do I check if a research idea is novel before running pilot experiments?▼

Multi-source novelty verification audits proposed concepts against existing literature, eliminating ideas that appear already published before advancing to pilot experiments.

Can I set GPU and time budgets for automated pilot experiments?▼

Yes, the pipeline runs limited parallel pilots under strict GPU-hour and timeout constraints, automatically flagging manual follow-up when allocated experiment budgets are exceeded.

What is the best way to plan a research pipeline with human-in-the-loop checkpoints?▼

Checkpointed discovery workflows halt after literature survey and idea generation stages for user approval, or auto-proceed automatically if no response is received within configured limits.

Does the idea discovery pipeline render experiment plans into an HTML report?▼

Yes, the pipeline optionally renders finalized experiment plans and validated ideas into an HTML report, writing standard pipeline outputs into the idea-stage directory structure.

Related Skills

Explore More Education & Research Skills→
jkfeejkfee

idea-discovery

Coordinates end-to-end idea discovery pipelines from research direction to validated experiments.

Community
Advanced
Shallow-WShallow-W

idea-discovery

Orchestrate research idea discovery from direction to pilot-tested experiment plans.

Community
Advanced
Leo1349Leo1349

idea-discovery

Orchestrate research idea discovery from literature survey to pilot experimental validation.

Community
Advanced
lix965996-artlix965996-art

idea-discovery

Convert research directions into pilot-tested ideas with ranked experiment plans.

Community
Advanced