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Agents48k · #3307

idea-darwin

Helps your agent evolve ideas by comparing and mixing concepts to find the best ones.

What it does

This tool helps turn rough initial ideas into strong, well-developed concepts. It does this by treating ideas like living organisms that compete, crossbreed, and change over time.

When to use it

  • ✓When you have many scattered ideas and need to organize them.
  • ✓When you want to discover new connections between different ideas.
  • ✓When you need a process to gradually improve your ideas.

Example of what to ask your AI

“Help me evolve my ideas for a new mobile app.”

Want more? Open the sections below.

How to use

The easiest way: copy the message below and paste it into Claude, ChatGPT, Cursor or any AI. It reads the skill and follows the instructions.

Skill link

https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/idea-darwin/SKILL.md

Ready-to-paste message

Use this skill to help me: https://github.com/sickn33/agentic-awesome-skills/blob/main/plugins/agentic-awesome-skills-claude/skills/idea-darwin/SKILL.md Read the SKILL.md file at that link and follow its instructions for my task.
How it works

You write down your initial ideas in a file. The tool then evaluates them, combines the best ones, and introduces new information to help them transform into more solid concepts.

Installation

Easiest way: copy the skill link and paste it into Claude, ChatGPT or Cursor asking it to follow the instructions.

In the terminal (Claude Code, Codex, Cursor), in your project folder:

npx skills add sickn33/agentic-awesome-skills --skill idea-darwin

Or download just the file:

curl -L https://raw.githubusercontent.com/sickn33/agentic-awesome-skills/main/plugins/agentic-awesome-skills-claude/skills/idea-darwin/SKILL.md -o SKILL.md
Technical content (original SKILL.md)

Original text by the author, straight from GitHub.

Idea Darwin Engine

A round-based idea iteration system that treats ideas as competing organisms — scoring, selecting, crossing, and evolving them through structured rounds to surface the strongest concepts.

Overview

Most idea management tools are filing cabinets: they store ideas, tag them, and let them rot. Idea Darwin flips the paradigm — instead of organizing ideas, it lets them compete. Every idea is a living species on an evolution island. Each round, the fittest get deepened, different ideas cross-pollinate to produce unexpected hybrids, and external stimuli trigger mutations.

When to Use This Skill

  • Use when you have many scattered ideas and need to systematically evaluate and develop them
  • Use when you want to discover unexpected connections between ideas from different domains
  • Use when you need structured iteration rather than one-shot brainstorming
  • Use when you want a scoring framework to prioritize which ideas deserve more investment

Core Concepts

Evolution Island Metaphor

Your ideas are alive on this island. Like organisms, they follow three core laws:

  1. Evolution — Each round, the system deepens the most viable ideas through structured research: filling logical gaps, clarifying paths, identifying risks.
  2. Crossbreeding — The system cross-pollinates different ideas. A technical approach from work meets an observation from daily life, producing directions you never imagined.
  3. Mutation — External stimuli (industry news, theories, conversations) trigger mutations, spawning entirely new species.

Species Cards

Every idea gets a structured card recording: core question, full description, lineage (parent/child IDs), 6-dimensional scores, and change history.

6-Dimensional Scoring

Dimension Weight What It Measures
Novelty 10% Genuine breakthrough or repetition?
Feasibility 20% Technically and resource-wise achievable?
Value 20% Impact if successful?
Logic 20% Internally consistent, no gaps?
Cross Potential 10% Can spark something new when combined?
Verifiability 20% Can we design a validation path?

Idea Lifecycle

seed → exploring → refining → crossing → validated → dormant

The user always has final say on all life-or-death decisions. The system only recommends.

Step-by-Step Guide

1. Write Your Ideas

Create an ideas.md file:

## Personal knowledge base that learns my style
I want a system that reads everything I write and gradually learns how I think.

## Commute-to-podcast converter
Record voice memos during my commute, auto-convert them into podcast scripts.

2. Initialize Your Island

/idea-darwin init

3. Start Evolving

/idea-darwin round

4. Keep Feeding the Island

Append new ideas to ideas.md, add environmental variables to stimuli.md.

Examples

Example 1: Initialize

/idea-darwin init --budget 8 --actions 3

Example 2: Run Multiple Rounds

/idea-darwin round 3

Example 3: Manage Ideas

/idea-darwin dormant IDEA-0005
/idea-darwin wake IDEA-0005

Best Practices

  • Do: Write ideas as rough as you want — the system structures them
  • Do: Add external stimuli to prevent idea convergence
  • Do: Run disruption rounds to surface overlooked ideas
  • Don't: Over-curate initial ideas — let evolution filter
  • Don't: Ignore the "Decisions Needed" section in briefings

Additional Resources

  • GitHub Repository
  • Available in 3 languages: English, Chinese, Japanese
  • ClawHub: clawhub install idea-darwin

Limitations

  • Use this skill only when the task clearly matches the scope described above.
  • Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
  • Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
FAQ

How do ideas 'compete'?

Ideas are evaluated on several categories like novelty, feasibility, and impact. The highest-scoring ones move to the next stage.

What does 'crossbreeding' ideas mean?

The tool combines elements from different ideas to create new possibilities you might not have thought of on your own.

What are 'mutations'?

These are new ideas or changes that arise from external information, like news or conversations, which are fed into the process.

Details

Original description by the author

Darwinian idea evolution engine — toss rough ideas onto an evolution island, let them compete, crossbreed, and mutate through structured rounds to surface your strongest concepts.

repo: sickn33/agentic-awesome-skills

Popularity

GitHub stars
48k
Ranking position
#3307
License
MIT
Updated
10/15/2026

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